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    <title>Forem: ‪Kareem Negm‬‏</title>
    <description>The latest articles on Forem by ‪Kareem Negm‬‏ (@kareemnegm).</description>
    <link>https://forem.com/kareemnegm</link>
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      <title>Forem: ‪Kareem Negm‬‏</title>
      <link>https://forem.com/kareemnegm</link>
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    <item>
      <title>Amazon Kinesis بالعربي احلا </title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Mon, 07 Mar 2022 20:01:53 +0000</pubDate>
      <link>https://forem.com/kareemnegm/amazon-kinesis-blrby-hl-2bbp</link>
      <guid>https://forem.com/kareemnegm/amazon-kinesis-blrby-hl-2bbp</guid>
      <description>&lt;h1&gt;
  
  
  Amazon Kinesis
&lt;/h1&gt;

&lt;p&gt;هي عائلة من الخدمات التي تقدمها امازون والتي تسمح لنا بجمع وتحليل البيانات المتدفقة في ذات الوقت حيث يمكنك الحصول علي رؤية كامله عن البيانات في الوقت الفعلي و اتخاذ اجراء في الوقت المناسب &lt;br&gt;
يمكن ان تكون تلك البيانات هي عبارة عن ضغطات على الشاشة في موقع معين او حساسات مستخدمة في مشروع انترنت الاشياء او حتى اصوات وصور من كاميرات المراقبة &lt;/p&gt;

&lt;p&gt;تحتوي عائلة كينيسيس على أكثر من فرد سوف نتعرف عليهم لاحقا في هذه السلسلة من المقالات &lt;/p&gt;

&lt;p&gt;فوائد خدمات عائلة Amazon Kinesis:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; يمكنها من استيعاب البيانات المتدفقة في نفس لحظة توليدها وتحليلها او تخزينها لمعالجتها في وقت لاحق او اتخاذ قرار في نفس الوقت&lt;/li&gt;
&lt;li&gt; هي خدمة مدارة بالكامل ولا تحتاج اي بنية تحتية ويمكن ربطها مباشرة بالتطبيق الخاص بها &lt;/li&gt;
&lt;li&gt; خدمة قابلة للتوسع حيث يمكنها التعامل مع اي كمية بيانات مهما كانت حجمها ويمكن ربطها بمئات الالاف من المصادر &lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;بعض تطبيقات عائلة كينيسيس :&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; تحليل فيديوهات كاميرات المراقبة والتعرف على الوجوه:
يمكن استخدام كينيسيس لتحويل تدفق البيانات من كاميرات المراقبة مباشرة الي امازون بعد ذالك تتم معالجة الفيديوهات والتعرف على الوجوه والعلامات التجارية وغيرها في غضون ثوان 
مثال: نظام تنبيه Amber&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fe9licoxv0qli32nk7otb.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fe9licoxv0qli32nk7otb.png" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; الانتقال من مرحلة تحليل البيانات المجمعة الي التحليل في نفس وقت جمع البيانات 
يمكنك تحليل البيانات في نفس وقت التقاطها عوضا عن استخدام الاساليب التقليدية من جمع البيانات اولا ومن ثم تحليلها وايضا يمكنك تخزين البيانات التي تم تحليلها لاستخدامها لأغراض اخري&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;مثال علي ذالك، شركة Zillow،&lt;br&gt;
 تقوم الشركة بتحديث تقديرات اسعار المنازل بشكل سريع ليتسنى لمشترين المنازل والبائعين الاطلاع علي أحدث تقديرات اسعار المنازل &lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;تطوير التطبيقات في الوقت الفعلي&lt;br&gt;
يمكن استخدام كينيسيس  لمراقبة التطبيقات في الوقت اللحظي لاكتشاف الاحتيال او الاضرار وحلها سريعا كما تفعل شركة Netflix&lt;br&gt;
حيث تستخدم كينيسيس لمراقبة الاتصالات بين جميع تطبيقاتها بحيث يمكنها اكتشاف المشكلات وحلها بسرعة، مما يضمن ارتفاع وقت تشغيل الخدمة وتوفرها لعملائها&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;تحليل بيانات أجهزة إنترنت الأشياء &lt;br&gt;
يمكن استخدام كينيسيس لمعالجة البيانات المتدفقة من الحساسات مثل اجهزة الاستشعار والاستقبال وغيرها، يمكن استخدام كينيسيس لإرسال تنبيه او اتخاذ اجراء ويمكن ايضا دمجها بنموذج تعلم الي مثل تطبيق استشعار الاجهزة الموجودة في الجرار الي إحدى قطع الغيار فتقوم بإرسال الطلب تلقائيًا&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;a href="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fqmdhyb1b6mgo0ihkqcya.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fqmdhyb1b6mgo0ihkqcya.png" alt="Image description"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;كانت هذه مقدمة سريعة لخدمات عائلة كينيسيس  فيما يلي سنتعرف علي افراد العائلة كلا علي حدا لذالك تابع سلسلة المقالات هذه &lt;br&gt;
شكرا علي وقت القراءة&lt;br&gt;
&lt;br&gt;
 &lt;code&gt;اراك في المقال التالي&lt;/code&gt;&lt;br&gt;
&lt;/p&gt;

</description>
      <category>aws</category>
      <category>kinesis</category>
      <category>data</category>
      <category>streaming</category>
    </item>
    <item>
      <title>re:Invent 2021 AI / ML announcements part 1</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Thu, 23 Dec 2021 18:27:49 +0000</pubDate>
      <link>https://forem.com/aws-builders/reinvent-2021-ai-ml-announcements-4k4j</link>
      <guid>https://forem.com/aws-builders/reinvent-2021-ai-ml-announcements-4k4j</guid>
      <description>&lt;h2&gt;
  
  
  Amazon Personalize new features
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--I7Ll8P8j--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/7vvuxg95fg5w1vt6pe25.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--I7Ll8P8j--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/7vvuxg95fg5w1vt6pe25.png" alt="Image description" width="770" height="308"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;User segmentation and use case optimized recommenders&lt;/p&gt;

&lt;p&gt;What is it?&lt;/p&gt;

&lt;p&gt;&lt;a href="https://aws.amazon.com/ar/about-aws/whats-new/2021/11/amazon-personalize-intelligent-user-segmentation/"&gt;User segmentation&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Amazon Personalize now offers intelligent user segmentation so you can run more effective prospecting campaigns through your marketing channels. By using two new recipes, you can automatically segment your users based on their interest in different product categories, brands, and more. aws-item-affinity identifies users based on their interest in individual&lt;br&gt;
items, such as movies, songs, or products. aws-item-attribute identifies users based on the attributes they care about, such as genre or price point.&lt;br&gt;
This drives higher engagement with marketing campaigns, increases retention through targeted messaging, and improves the return on investment for your marketing spend. &lt;br&gt;
For sample cost calculations, see &lt;a href="https://aws.amazon.com/personalize/pricing/"&gt;Amazon Personalize pricing.&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://aws.amazon.com/ar/about-aws/whats-new/2021/11/recommenders-optimized-personalized-media-entertainment-retail-amazon-personalize/"&gt;Use case optimized recommenders for retail, as well as media and entertainment&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;New recommenders make it faster and easier to deliver high-performing personalized user experiences. You can choose from use cases like “Frequently Bought Together,” “Because You Watched X,” “Top Picks for You,” and more. Map your data to a recommender, and Amazon Personalize chooses the optimal settings for your use case and automates the work of creating and maintaining personalized recommendations. For sample cost calculations, see &lt;a href="https://aws.amazon.com/personalize/pricing/"&gt;Amazon Personalize pricing.&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Availability&lt;/strong&gt;:&lt;/p&gt;

&lt;p&gt;General availability. For more information, check the &lt;a href="https://aws.amazon.com/about-aws/global-infrastructure/regional-product-services/"&gt;AWS Regional Services&lt;/a&gt; page.&lt;br&gt;
Resources:&lt;br&gt;
&lt;a href="https://aws.amazon.com/personalize/features/"&gt;Webpage &lt;/a&gt;| &lt;a href="https://virtual.reinvent.awsevents.com/session-virtual/?v2477da705118cc74fd14460db021e1784e2eed5a7982c6482ec95cb2e86d259644b8741959f52a49e0e6908b82a9d860=C7BC82E22351B565134461242CB84AE0DF5A3F734798BF704940A7026A8C708931821CBA5B0EA7DF222C038F3D80A94"&gt;Breakout session recording and slides&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Amazon Kendra new capabilities
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--XKhpl--4--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/z3yngvyopxle3ivk2mpe.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--XKhpl--4--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/z3yngvyopxle3ivk2mpe.png" alt="Image description" width="880" height="364"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Experience Builder, Search Analytics Dashboard, Custom Document&lt;br&gt;
Enrichment&lt;br&gt;
&lt;strong&gt;What is it?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Experience Builder&lt;br&gt;
You can now deploy a fully functional and customizable search experience with Amazon Kendra in a few clicks, without any coding or machine&lt;br&gt;
learning (ML) experience. Experience Builder delivers an intuitive visual workflow to quickly build, customize, and launch your Amazon Kendra– powered search application securely on the cloud. You can start with the ready-to-use search experience template in the builder, which can be customized by simply dragging and dropping the components you want,&lt;br&gt;
such as filters or sorting. You can invite others to collaborate or test your search application for feedback, and then share the project with all users when you’re ready to deploy the experience. Amazon Kendra Experience Builder comes with AWS Single Sign On (SSO) integration that supports popular identity providers such as Microsoft Azure Active Directory (AD) and Okta ,delivering secure end-user SSO authentication while accessing the search experience.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Search Analytics Dashboard&lt;/strong&gt; &lt;br&gt;
Amazon Kendra Search Analytics Dashboard allows you to better understand quality and usability metrics across your Amazon Kendra–powered search applications. The Search Analytics Dashboard helps administrators and content creators understand how easily end users are finding relevant search results, the quality of the search results, and gaps in&lt;br&gt;
the content. The dashboard provides a snapshot of how your users interact with your search application and how effective your search results are. The analytics data can be viewed in a visual dashboard in the console, or you can build your own dashboards by accessing the Search Analytics data through an API.&lt;br&gt;
The dashboard empowers you to dive deep into search&lt;br&gt;
trends and user behavior to identify insights, as well as bring clarity to potential areas of improvement.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Custom Document Enrichment&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;With Amazon Kendra Custom Document Enrichment capabilities, you can build a custom ingestion pipeline that pre-processes documents before they get indexed into Amazon Kendra. For example, while ingesting content from a repository like SharePoint using AWS connectors, you can enrich documents with additional metadata, convert scanned documents to text, classify documents, extract entities, and further transform the document using custom extract, transform, and load (ETL) processes. The enrichment&lt;br&gt;
is performed by simple rules that can be configured in the console or by invoking functions from AWS Lambda. These functions can optionally call other AWS artificial intelligence (AI) services such as Amazon Comprehend, Amazon Transcribe, or Amazon Textract.&lt;br&gt;
&lt;strong&gt;Resources&lt;/strong&gt;:&lt;/p&gt;

&lt;p&gt;&lt;a href="https://aws.amazon.com/kendra"&gt;Webpage &lt;/a&gt;| &lt;a href="https://aws.amazon.com/about-aws/whats-new/2021/12/amazon-kendra-experience-builder-search-analytics-dashboard-custom-document-enrichment"&gt;Blog post&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Amazon Lex Automated Chatbot Designer (Preview)
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--nXdctkMJ--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/31eyy99kn87tyfxukn90.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--nXdctkMJ--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/31eyy99kn87tyfxukn90.png" alt="Image description" width="880" height="404"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Accelerate conversation design&lt;br&gt;
&lt;strong&gt;What is it?&lt;/strong&gt;&lt;br&gt;
Amazon Lex Automated Chatbot Designer helps you design chatbots using existing conversation transcripts in hours rather than weeks. Using machine learning (ML), it can analyze thousands of lines of transcripts in a couple of hours and provide an initial bot design that includes common intents and the information needed to fulfill them. You can iterate on the bot design to deliver effective conversational experiences.&lt;/p&gt;

&lt;p&gt;Designing conversational interfaces or chatbots is manual, time consuming, and prone to human errors. Developers often spend hundreds of hours analyzing transcripts and gathering the key information needed to design chatbots. With the Automated Chatbot Designer, you can off-load the analysis of conversation transcripts to Amazon Lex and accelerate the design of your chatbots, reduce errors, and improve your customer experience.&lt;br&gt;
You can try the Automated Chatbot Designer in Preview for free.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Benefits&lt;/strong&gt;:&lt;br&gt;
• Reduce manual effort. Analyze thousands of lines of transcripts to discover intents and compile a list of information required to fulfill them, reducing&lt;br&gt;
manual effort in conversation design.&lt;br&gt;
• Expedite conversation design. Automatically surface an initial bot design that you can then refine to launch conversational experiences faster.&lt;br&gt;
• Improve customer experience. Help your bot understand customers better by minimizing ambiguity between intents. Ensure that intents are well defined&lt;br&gt;
and well separated to avoid frustration and improve customer experience.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Availability&lt;/strong&gt;:&lt;br&gt;
Amazon Lex is available in 12 AWS Regions. For more information, check the &lt;a href="https://aws.amazon.com/about-aws/global-infrastructure/regional-product-services/"&gt;AWS Regional Services&lt;/a&gt; page.&lt;br&gt;
Resources:&lt;br&gt;
&lt;a href="https://aws.amazon.com/lex"&gt;Webpage &lt;/a&gt;| &lt;a href="https://aws.amazon.com/about-aws/whats-new/2021/12/amazon-lex-automated-chatbox-designer"&gt;Blog post&lt;/a&gt;&lt;/p&gt;




</description>
    </item>
    <item>
      <title>AutoML &amp; AWS SageMaker Autopilot</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Sun, 05 Dec 2021 15:03:53 +0000</pubDate>
      <link>https://forem.com/aws-builders/automl-aws-sagemaker-autopilot-44b7</link>
      <guid>https://forem.com/aws-builders/automl-aws-sagemaker-autopilot-44b7</guid>
      <description>&lt;h3&gt;
  
  
  what is the difference between auto machine learning and AWS SageMaker Autopilot?
&lt;/h3&gt;




&lt;p&gt;&lt;strong&gt;&lt;em&gt;SageMaker Autopilot uses a transparent approach to AutoML&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--PS-IVojx--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/2bw3h20llg8psud5v8k9.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--PS-IVojx--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/2bw3h20llg8psud5v8k9.jpg" alt="Image description" width="500" height="500"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;In nontransparent approaches, as shown in the image below, we don’t have control or visibility into the chosen algorithms, applied data transformations, or hyper-parameter choices. We point the&lt;br&gt;
automated machine learning (AutoML) service to our data and receive a trained model.&lt;/p&gt;

&lt;p&gt;This makes it hard to understand, explain, and reproduce the model. Many AutoML solutions implement this kind of nontransparent approach. &lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--BE4BGJhM--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/tk1naat1o9uek55fxh06.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--BE4BGJhM--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/tk1naat1o9uek55fxh06.jpg" alt="Image description" width="880" height="222"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;as you see, in many AutoML services, we don’t have visibility into the chosen algorithms, applied data transformations, or hyper-parameter choices.&lt;/p&gt;




&lt;h3&gt;
  
  
  SageMaker Autopilot documents and shares its findings throughout the data analysis, feature engineering, and model tuning steps.
&lt;/h3&gt;

&lt;p&gt;SageMaker Autopilot doesn’t just share the models; it also logs all observed metrics and generates Jupyter notebooks, which contain the code to reproduce the model pipelines, as visualized in the image bellow &lt;/p&gt;

&lt;p&gt;The data-analysis step identifies potential data-quality issues, such as missing values that might impact model performance if not addressed. The Data Exploration notebook contains the results from the data analysis step. SageMaker Autopilot also generates another Jupyter notebook that contains all pipeline definitions to provide transparency and reproducibility. The Candidate Definition notebook highlights the best algorithms to learn our given dataset, as well as the code and configuration needed to use our dataset with each algorithm.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--dSsCYgI7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/p5msmfgq5bmngmvhktii.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--dSsCYgI7--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/p5msmfgq5bmngmvhktii.jpg" alt="Image description" width="880" height="246"&gt;&lt;/a&gt;&lt;br&gt;
SageMaker Autopilot generates Jupyter notebooks, features engineering scripts, and model code.&lt;/p&gt;

&lt;p&gt;Resources : &lt;br&gt;
&lt;a href="https://www.oreilly.com/library/view/data-science-on/9781492079385/"&gt;Data science on AWS Book&lt;/a&gt;&lt;/p&gt;

</description>
      <category>aws</category>
      <category>machinelearning</category>
      <category>devops</category>
    </item>
    <item>
      <title>Google Summer of Code 2022</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Sun, 28 Nov 2021 17:22:11 +0000</pubDate>
      <link>https://forem.com/kareemnegm/google-summer-of-code-2022-3a4k</link>
      <guid>https://forem.com/kareemnegm/google-summer-of-code-2022-3a4k</guid>
      <description>&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--YvyYYGfD--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/toybughookcwskvep8im.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--YvyYYGfD--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/toybughookcwskvep8im.png" alt="Image description" width="225" height="225"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;If you have any idea about what organizations will participate in Google Summer of code 2022 please mention it in the comments &lt;/p&gt;

&lt;p&gt;Do you know which project will participate in GSoC 22 please put it in the comments below too ?&lt;/p&gt;

&lt;p&gt;Thanks for your attention &lt;/p&gt;

</description>
    </item>
    <item>
      <title>Amazon Machine Learning| ML Key Concepts</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Wed, 24 Nov 2021 14:56:34 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/amazon-machine-learning-ml-key-concepts-38bp</link>
      <guid>https://forem.com/awsmenacommunity/amazon-machine-learning-ml-key-concepts-38bp</guid>
      <description>&lt;h1&gt;
  
  
  Amazon Machine Learning Key Concepts
&lt;/h1&gt;

&lt;p&gt;&lt;strong&gt;Data sources&lt;/strong&gt;&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;strong&gt;Term&lt;/strong&gt;&lt;/th&gt;
&lt;th&gt;&lt;strong&gt;Definition&lt;/strong&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Attribute&lt;/td&gt;
&lt;td&gt;A unique, named property within an observation. In tabular-formatted data such as spreadsheets or CSV files&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Datasource Name&lt;/td&gt;
&lt;td&gt;A unique name for a dataset&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Input Data&lt;/td&gt;
&lt;td&gt;Collective name for all the observations that are referred to by a datasource.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Location&lt;/td&gt;
&lt;td&gt;Amazon ML can use data that is stored within Amazon S3 buckets, Amazon Redshift databases, or MySQL databases in Amazon Relational Database Service (RDS)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Observation&lt;/td&gt;
&lt;td&gt;A single data point that is part of a datasource&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Schema&lt;/td&gt;
&lt;td&gt;The information needed to interpret the input data, including attribute names and their assigned data types, and names of special attributes.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Statistics&lt;/td&gt;
&lt;td&gt;Summary statistics for each attribute in the input data&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Status&lt;/td&gt;
&lt;td&gt;Indicates the current state of the datasource, such as In Progress, Completed, or Failed.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Target Attribute&lt;/td&gt;
&lt;td&gt;the target attribute is the attribute whose value will be predicted by a trained ML model&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  ML Models
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;strong&gt;Term&lt;/strong&gt;&lt;/th&gt;
&lt;th&gt;&lt;strong&gt;Definition&lt;/strong&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Regression&lt;/td&gt;
&lt;td&gt;ML model to predict a numeric value&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Multiclass&lt;/td&gt;
&lt;td&gt;ML model to predict values that belong to a limited, pre-defined set of permissible values.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Binary&lt;/td&gt;
&lt;td&gt;ML model to predict values that can only have one of two state&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Model Size&lt;/td&gt;
&lt;td&gt;ML models capture and store patterns. The more patterns a ML model stores, the bigger it will be. ML model size is described in Mbytes.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Number of Passes&lt;/td&gt;
&lt;td&gt;he number of times that you let Amazon ML use the same data records is called the number of passes.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Regularization&lt;/td&gt;
&lt;td&gt;Regularization is a machine learning technique that you can use to obtain higher-quality models&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  Evaluations
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;strong&gt;Term&lt;/strong&gt;&lt;/th&gt;
&lt;th&gt;&lt;strong&gt;Definition&lt;/strong&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Model Insights&lt;/td&gt;
&lt;td&gt;Amazon ML provides you with a metric to evaluate the predictive performance of your model.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Precision&lt;/td&gt;
&lt;td&gt;the number of positive class predictions that actually belong to the positive class.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Recall&lt;/td&gt;
&lt;td&gt;the number of positive class predictions made out of all positive examples in the dataset.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;AUC&lt;/td&gt;
&lt;td&gt;Area Under the ROC Curve (AUC) measures the ability of a binary ML model to predict a higher score for positive examples as compared to negative examples&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Accuracy&lt;/td&gt;
&lt;td&gt;Accuracy measures the percentage of correct predictions.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;F1-score&lt;/td&gt;
&lt;td&gt;The macro-averaged F1-score is used to evaluate the predictive performance of multiclass ML models.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;RMSE&lt;/td&gt;
&lt;td&gt;The Root Mean Square Error (RMSE) is a metric used to evaluate the predictive performance of regression ML models.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Cut-off&lt;/td&gt;
&lt;td&gt;The cut-off is the threshold that you use to determine whether a predicted value is correct or not.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--NA98CXHf--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://i.pinimg.com/736x/7d/49/d5/7d49d532ebbdd5247f121adfbe77b688.jpg" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--NA98CXHf--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://i.pinimg.com/736x/7d/49/d5/7d49d532ebbdd5247f121adfbe77b688.jpg" alt="" width="734" height="414"&gt;&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Batch Predictions
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;strong&gt;Term&lt;/strong&gt;&lt;/th&gt;
&lt;th&gt;&lt;strong&gt;Definition&lt;/strong&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Output Location&lt;/td&gt;
&lt;td&gt;The results of a batch prediction are stored in an S3 bucket output location.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Manifest File&lt;/td&gt;
&lt;td&gt;This file relates each input data file with its associated batch prediction results. It is stored in the S3 bucket output location.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  Real-time Predictions
&lt;/h2&gt;

&lt;p&gt;Real-time predictions are for applications with a low latency requirement, such as interactive web, mobile, or desktop applications.&lt;/p&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;&lt;strong&gt;Term&lt;/strong&gt;&lt;/th&gt;
&lt;th&gt;&lt;strong&gt;Definition&lt;/strong&gt;&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Real-time Prediction API&lt;/td&gt;
&lt;td&gt;The Real-time Prediction API accepts a single input observation in the request payload and returns the prediction in the response.&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Real-time Prediction Endpoint&lt;/td&gt;
&lt;td&gt;To use an ML model with the real-time prediction API, you need to create a real-time prediction endpoint. Once created, the endpoint contains the URL that you can use to request real-time predictions.&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;AWS WhitePaper Summary&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>machinelearning</category>
      <category>aws</category>
      <category>datascience</category>
    </item>
    <item>
      <title>Overview of AWS: Quantum, Robotics, Satellite, Security, Identity, Compliance, and Storage Services |AWS WhitePaper Summary</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Mon, 08 Nov 2021 12:08:04 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/overview-of-aws-quantum-robotics-satellite-security-identity-compliance-and-storage-services-aws-whitepaper-summary-2ahi</link>
      <guid>https://forem.com/awsmenacommunity/overview-of-aws-quantum-robotics-satellite-security-identity-compliance-and-storage-services-aws-whitepaper-summary-2ahi</guid>
      <description>&lt;h2&gt;
  
  
  Quantum Technologies
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--LQLnCEWa--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/xmsasttr49plkuapo5e3.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--LQLnCEWa--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/xmsasttr49plkuapo5e3.png" alt="Image description" width="264" height="147"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Braket&lt;/strong&gt; is a fully managed quantum computing service that helps researchers and developers get started with the technology to accelerate research and discovery. Amazon Braket provides a development environment for you to explore and build quantum algorithms, test them on quantum circuit simulators, and run them on different quantum hardware technologies.&lt;/p&gt;




&lt;h2&gt;
  
  
  Robotics
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--rCLkQShi--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/d5se9e6xvhrgxb9bt095.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--rCLkQShi--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/d5se9e6xvhrgxb9bt095.png" alt="Image description" width="294" height="172"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS RoboMaker&lt;/strong&gt; is a service that makes it easy to develop, test, and deploy intelligent robotics applications at scale. RoboMaker extends the most widely used open-source robotics software framework, Robot Operating System (ROS), with connectivity to cloud services. This includes AWS machine learning services, monitoring services, and analytics services that enable a robot to stream data, navigate, communicate, comprehend, and learn. RoboMaker provides a robotics development environment for application development, a robotics simulation service to accelerate application testing, and a robotics fleet management service for remote application deployment, update, and management.&lt;/p&gt;




&lt;h2&gt;
  
  
  Satellite
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--n1M11jZF--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/6oo2a98oesnf2liiaso3.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--n1M11jZF--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/6oo2a98oesnf2liiaso3.png" alt="Image description" width="311" height="162"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Ground Station&lt;/strong&gt; is a fully managed service that lets you control satellite communications, downlink and process satellite data, and scale your satellite operations quickly, easily and cost-effectively without having to worry about building or managing your own ground station infrastructure.&lt;/p&gt;




&lt;h2&gt;
  
  
  Security, Identity, and Compliance
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--y2PMv25K--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/r8d513hunhu68cv2jn8w.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--y2PMv25K--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/r8d513hunhu68cv2jn8w.png" alt="Image description" width="880" height="400"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Cognito&lt;/strong&gt; lets you add user sign-up, sign-in, and access control to your web and mobile apps quickly and easily. With Amazon Cognito, you also have the option to authenticate users through social identity providers such as Facebook, Twitter, or Amazon, with SAML identity solutions, or by using your own identity system.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Detective&lt;/strong&gt; makes it easy to analyze, investigate, and quickly identify the root cause of potential security issues or suspicious activities. Amazon Detective automatically collects log data from your AWS resources and uses machine learning, statistical analysis, and graph theory to build a linked set of data that enables you to easily conduct faster and more efficient security investigations.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon GuardDuty&lt;/strong&gt; is a threat detection service that continuously monitors for malicious or unauthorized behavior to help you protect your AWS accounts and workloads. It monitors for activity such as unusual API calls or potentially unauthorized deployments that indicate a possible account compromise. GuardDuty also detects potentially compromised instances or reconnaissance by attackers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Inspector&lt;/strong&gt; is an automated security assessment service that helps improve the security and compliance of applications deployed on AWS. Amazon Inspector automatically assesses applications for exposure, vulnerabilities, and deviations from best practices. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Macie&lt;/strong&gt; is a security service that uses machine learning to automatically discover, classify, and protect sensitive data in AWS. Amazon Macie recognizes sensitive data such as personally identifiable information (PII) or intellectual property, and provides you with dashboards and alerts that give visibility into how this data is being accessed or moved.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Artifact&lt;/strong&gt; is your go-to, central resource for compliance-related information that matters to you. It provides on-demand access to AWS’ security and compliance reports and select online agreements. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Audit Manager&lt;/strong&gt; helps you continuously audit your AWS usage to simplify how you assess risk and compliance with regulations and industry standards. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Certificate Manager&lt;/strong&gt; is a service that lets you easily provision, manage, and deploy Secure Sockets Layer/Transport Layer Security (SSL/TLS) certiﬁcates for use with AWS services and your internal connected resources. SSL/TLS certiﬁcates are used to secure network communications and establish the identity of websites over the Internet as well as resources on private networks. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS CloudHSM&lt;/strong&gt; is a cloud-based hardware security module (HSM) that enables you to easily generate and use your own encryption keys on the AWS Cloud. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Directory Service&lt;/strong&gt; for Microsoft Active Directory, also known as AWS Managed Microsoft AD, enables your directory-aware workloads and AWS resources to use managed Active Directory in the AWS Cloud. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Firewall Manager&lt;/strong&gt; is a security management service that makes it easier to centrally configure and manage AWS WAF rules across your accounts and applications. Using Firewall Manager, you can easily roll out AWS WAF rules for your Application Load Balancers and Amazon CloudFront distributions across accounts in AWS Organizations. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Identity and Access Management (IAM)&lt;/strong&gt; enables you to securely control access to AWS services and resources for your users. Using IAM, you can create and manage AWS users and groups, and use permissions to allow and deny their access to AWS resources. IAM allows you to do the following:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Manage IAM users and their access&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Manage IAM roles and their permissions&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Manage federated users and their permissions&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;AWS Key Management Service (KMS)&lt;/strong&gt; makes it easy for you to create and manage keys and control the use of encryption across a wide range of AWS services and in your applications. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Network Firewall&lt;/strong&gt; is a managed service that makes it easy to deploy essential network protections for all of your Amazon Virtual Private Clouds (VPCs). The service can be setup with just a few clicks and scales automatically with your network traffic, so you don't have to worry about deploying and managing any infrastructure. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Resource Access Manager (RAM)&lt;/strong&gt; helps you securely share your resources across AWS accounts, within your organization or organizational units (OUs) in AWS Organizations, and with IAM roles and IAM users for supported resource types. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Secrets Manager&lt;/strong&gt; helps you protect secrets needed to access your applications, services, and IT resources. The service enables you to easily rotate, manage, and retrieve database credentials, API keys, and other secrets throughout their lifecycle. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Security Hub&lt;/strong&gt; gives you a comprehensive view of your high-priority security alerts and compliance status across AWS accounts. There are a range of powerful security tools at your disposal, from firewalls and endpoint protection to vulnerability and compliance scanners. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Single Sign-On (SSO)&lt;/strong&gt; is a cloud SSO service that makes it easy to centrally manage SSO access to multiple AWS accounts and business applications. Your users simply sign in to a user portal with credentials they configure in AWS SSO or using their existing corporate credentials to access all their assigned accounts and applications from one place.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS WAF&lt;/strong&gt; is a web application ﬁrewall that helps protect your web applications from common web exploits that could aﬀect application availability, compromise security, or consume excessive resources.&lt;/p&gt;




&lt;h2&gt;
  
  
  Storage
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--6sQEXx8y--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/otphcgc12lrx2mgobr8s.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--6sQEXx8y--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/otphcgc12lrx2mgobr8s.png" alt="Image description" width="712" height="393"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic Block Store (Amazon EBS)&lt;/strong&gt; provides persistent block storage volumes for use with Amazon EC2 instances in the AWS Cloud. Each Amazon EBS volume is automatically replicated within its Availability Zone to protect you from component failure, offering high availability and durability. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic File System (Amazon EFS)&lt;/strong&gt; provides a simple, scalable, elastic file system for Linux-based workloads for use with AWS Cloud services and on-premises resources. You can access your file systems across AZs and AWS Regions and share files between thousands of Amazon EC2 instances and on-premises servers via AWS Direct Connect or AWS VPN.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon FSx for Lustre&lt;/strong&gt; is a fully managed file system that is optimized for compute-intensive workloads, such as high performance computing, machine learning, and media data processing workflows.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon FSx for Windows&lt;/strong&gt;File Server provides a fully managed native Microsoft Windows file system so you can easily move your Windows-based applications that require file storage to AWS. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Simple Storage Service (Amazon S3)&lt;/strong&gt; is an object storage service that offers industry-leading scalability, data availability, security, and performance. This means customers of all sizes and industries can use it to store and protect any amount of data for a range of use cases, such as websites, mobile applications, backup and restore, archive, enterprise applications, IoT devices, and big data analytics. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon S3 Glacier&lt;/strong&gt; is a secure, durable, and extremely low-cost storage service for data archiving and long-term backup. It is designed to deliver 99.999999999% durability, and provides comprehensive security and compliance capabilities that can help meet even the most stringent regulatory requirements. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Backup&lt;/strong&gt; enables you to centralize and automate data protection across AWS services. AWS Backup offers a cost-effective, fully managed, policy-based service that further simplifies data protection at scale. AWS Backup also helps you support your regulatory compliance or business policies for data protection. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The Storage Gateway&lt;/strong&gt; is a hybrid storage service that enables your on-premises applications to seamlessly use AWS cloud storage. You can use the service for backup and archiving, disaster recovery, cloud data processing, storage tiering, and migration.&lt;/p&gt;




&lt;p&gt;Thank you for following this series of articles and I hope it will be useful to you&lt;br&gt;
If you want to read about the original Whitepaper , you can find it &lt;a href="https://docs.aws.amazon.com/whitepapers/latest/aws-overview/introduction.html"&gt;here&lt;/a&gt;&lt;/p&gt;

</description>
      <category>security</category>
      <category>aws</category>
      <category>cloud</category>
    </item>
    <item>
      <title>Overview of AWS : Media ,  Migration and Transfer, Networking and Content Delivery Services| AWS WhitePaper Summary</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Mon, 08 Nov 2021 11:59:13 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/overview-of-aws-media-migration-and-transfer-networking-and-content-delivery-services-aws-whitepaper-summary-33cj</link>
      <guid>https://forem.com/awsmenacommunity/overview-of-aws-media-migration-and-transfer-networking-and-content-delivery-services-aws-whitepaper-summary-33cj</guid>
      <description>&lt;h2&gt;
  
  
  Media Services
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--FlUH1_5h--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/g7tsegz8o20q0b59cirp.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--FlUH1_5h--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/g7tsegz8o20q0b59cirp.png" alt="Image description" width="336" height="150"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic Transcoder&lt;/strong&gt; is media transcoding in the cloud. It is designed to be a highly scalable, easy-to-use, and cost-eﬀective way for developers and businesses to convert (or transcode) media ﬁles from their source format into versions that will play back on devices like smartphones, tablets, and PCs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Interactive Video Service (Amazon IVS)&lt;/strong&gt; is a managed live streaming solution that is quick and easy to set up, and ideal for creating interactive video experiences. You can easily customize and enhance the audience experience through the Amazon IVS player SDK and timed metadata APIs, allowing you to build a more valuable relationship with your viewers on your own websites and applications.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Nimble Studio&lt;/strong&gt; empowers creative studios to produce visual effects, animation, and interactive content entirely in the cloud, from storyboard sketch to final deliverable. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elemental Appliances and Software&lt;/strong&gt; solutions bring advanced video processing and delivery technologies into your data center, co-location space, or on-premises facility. &lt;br&gt;
AWS Elemental Live, Server and Conductor come in two variants: ready-to-deploy appliances, or AWS-licensed software that you install on your own hardware. AWS Elemental Link is a compact hardware device that sends live video to the cloud for encoding and delivery to viewers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elemental MediaConnect&lt;/strong&gt; is a high-quality transport service for live video.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elemental MediaConvert&lt;/strong&gt; is a file-based video transcoding service with broadcast-grade features. With AWS Elemental MediaConvert, you can focus on delivering compelling media experiences without having to worry about the complexity of building and operating your own video processing infrastructure.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elemental MediaLive&lt;/strong&gt; is a broadcast-grade live video processing service. It lets you create high-quality video streams for delivery to broadcast televisions and internet-connected multiscreen devices, like connected TVs, tablets, smart phones, and set-top boxes. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elemental MediaPackage&lt;/strong&gt; reliably prepares and protects your video for delivery over the Internet. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elemental MediaStore&lt;/strong&gt; is an AWS storage service optimized for media. It gives you the performance, consistency, and low latency required to deliver live streaming video content. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elemental MediaTailor&lt;/strong&gt; lets video providers insert individually targeted advertising into their video streams without sacrificing broadcast-level quality-of-service. &lt;/p&gt;




&lt;h2&gt;
  
  
  Migration and Transfer
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--1c3V4NOC--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/akir7npiubti6j0kl1ye.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--1c3V4NOC--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/akir7npiubti6j0kl1ye.png" alt="Image description" width="880" height="461"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Application Migration Service (AWS MGN)&lt;/strong&gt; allows you to quickly realize the benefits of migrating applications to the cloud without changes and with minimal downtime.&lt;br&gt;
by launching non-disruptive tests before migrating, you can be confident that your most critical applications such as SAP, Oracle, and SQL Server will work seamlessly on AWS.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Migration Hub&lt;/strong&gt; provides a single location to track the progress of application migrations across multiple AWS and partner solutions.  This allows you to quickly get progress updates across all of your migrations, easily identify and troubleshoot any issues, and reduce the overall time and effort spent on your migration projects.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Application Discovery Service&lt;/strong&gt; helps enterprise customers plan migration projects by gathering information about their on-premises data centers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Database Migration Service&lt;/strong&gt; helps you migrate databases to AWS easily and securely. The source database remains fully operational during the migration, minimizing downtime to applications that rely on the database.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Server Migration Service (SMS)&lt;/strong&gt; is an agentless service which makes it easier and faster for you to migrate thousands of on-premises workloads to AWS. AWS SMS allows you to automate, schedule, and track incremental replications of live server volumes, making it easier for you to coordinate large-scale server migrations.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS Snow&lt;/strong&gt; Family helps customers that need to run operations in austere, non-data center environments, and in locations where there's lack of consistent network connectivity. The Snow Family comprises AWS Snowcone, AWS Snowball, and AWS Snowmobile and offers a number of physical devices and capacity points, most with built-in computing capabilities. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Snowcone&lt;/strong&gt; is the smallest member of the AWS Snow Family of edge computing edge storage, and data transfer devices, weighing in at 4.5 pounds (2.1 kg) with 8 terabytes of usable storage. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Snowball&lt;/strong&gt; is an edge computing, data migration, and edge storage device that comes in two options. Snowball Edge Storage Optimized devices provide both block storage and Amazon S3-compatible object storage, and 40 vCPUs. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Snowmobile&lt;/strong&gt; is an exabyte-scale data transfer service used to move extremely large amounts of data to AWS. You can transfer up to 100 PB per Snowmobile, a 45-foot long ruggedized shipping container, pulled by a semi-trailer truck. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS DataSync&lt;/strong&gt; is a data transfer service that makes it easy for you to automate moving data between on-premises storage and Amazon S3 or Amazon Elastic File System (Amazon EFS). &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Transfer Family&lt;/strong&gt; provides fully managed support for file transfers directly into and out of Amazon S3 or Amazon EFS.  Getting started with the AWS Transfer Family is easy; there is no infrastructure to buy and set up.&lt;/p&gt;




&lt;h2&gt;
  
  
  Networking and Content Delivery
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--Ua1LRMro--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ius1ch4reg376jf9n8x5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--Ua1LRMro--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/ius1ch4reg376jf9n8x5.png" alt="Image description" width="880" height="681"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon API Gateway&lt;/strong&gt; is a fully managed service that makes it easy for developers to create, publish, maintain, monitor, and secure APIs at any scale. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon CloudFront&lt;/strong&gt; is a fast content delivery network (CDN) service that securely delivers data, videos, applications, and APIs to customers globally with low latency, high transfer speeds, all within a developer-friendly environment. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Route 53&lt;/strong&gt; is a highly available and scalable cloud Domain Name System (DNS) web service.&lt;br&gt;
Amazon Route 53 effectively connects user requests to infrastructure running in AWS—such as EC2 instances, Elastic Load Balancing load balancers, or Amazon S3 buckets—and can also be used to route users to infrastructure outside of AWS. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Virtual Private Cloud (Amazon VPC)&lt;/strong&gt; lets you provision a logically isolated section of the AWS Cloud where you can launch AWS resources in a virtual network that you define. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS App Mesh&lt;/strong&gt; makes it easy to monitor and control microservices running on AWS. App Mesh standardizes how your microservices communicate, giving you end-to-end visibility and helping to ensure high-availability for your applications.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Cloud Map&lt;/strong&gt; is a cloud resource discovery service. With Cloud Map, you can define custom names for your application resources, and it maintains the updated location of these dynamically changing resources. This increases your application availability because your web service always discovers the most up-to-date locations of its resources.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Direct Connect&lt;/strong&gt; makes it easy to establish a dedicated network connection from your premises to AWS. Using AWS Direct Connect, you can establish private connectivity between AWS and your data center, office, or co-location environment, which in many cases can reduce your network costs, increase bandwidth throughput, and provide a more consistent network experience than Internet-based connections.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Global Accelerator&lt;/strong&gt; is a networking service that improves the availability and performance of the applications that you offer to your global users.&lt;br&gt;
AWS Global Accelerator  makes it easier to manage your global applications by providing static IP addresses that act as a fixed entry point to your application hosted on AWS which eliminates the complexity of managing specific IP addresses for different AWS Regions and Availability Zones. AWS Global Accelerator is easy to set up, configure and manage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS PrivateLink&lt;/strong&gt; simplifies the security of data shared with cloud-based applications by eliminating the exposure of data to the public Internet. AWS PrivateLink provides private connectivity between VPCs, AWS services, and on-premises applications, securely on the Amazon network. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Transit Gateway&lt;/strong&gt; is a service that enables customers to connect their Amazon Virtual Private Clouds (VPCs) and their on-premises networks to a single gateway. As you grow the number of workloads running on AWS, you need to be able to scale your networks across multiple accounts and Amazon VPCs to keep up with the growth. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Virtual Private Network&lt;/strong&gt; solutions establish secure connections between your on-premises networks, remote offices, client devices, and the AWS global network. AWS VPN is comprised of two services: AWS Site-to-Site VPN and AWS Client VPN. Each service provides a highly-available, managed, and elastic cloud VPN solution to protect your network traffic.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Elastic Load Balancing (ELB)&lt;/strong&gt; automatically distributes incoming application traffic across multiple targets, such as Amazon EC2 instances, containers, and IP addresses.&lt;/p&gt;

</description>
      <category>aws</category>
      <category>transfer</category>
      <category>cloud</category>
    </item>
    <item>
      <title>Overview of AWS : Management and Governance | AWS WhitePaper Summary</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Mon, 08 Nov 2021 11:52:42 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/overview-of-aws-management-and-governance-aws-whitepaper-summary-3g8e</link>
      <guid>https://forem.com/awsmenacommunity/overview-of-aws-management-and-governance-aws-whitepaper-summary-3g8e</guid>
      <description>&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--zaB29f4o--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wh1yvw3izynrwynqkp77.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--zaB29f4o--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wh1yvw3izynrwynqkp77.png" alt="Image description" width="880" height="495"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Management and Governance
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Amazon CloudWatch&lt;/strong&gt; is a monitoring and management service built for developers, system operators, site reliability engineers (SRE), and IT managers.  You can use CloudWatch to set high resolution alarms, visualize logs and metrics side by side, take automated actions, troubleshoot issues, and discover insights to optimize your applications, and ensure they are running smoothly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Auto Scaling&lt;/strong&gt; monitors your applications and automatically adjusts capacity to maintain steady, predictable performance at the lowest possible cost. With AWS Auto Scaling, your applications always have the right resources at the right time.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Chatbot&lt;/strong&gt; is an interactive agent that makes it easy to monitor and interact with your AWS resources in your Slack channels and Amazon Chime chat rooms. With AWS Chatbot you can receive alerts, run commands to return diagnostic information, invoke AWS Lambda functions, and create AWS support cases.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Compute Optimizer&lt;/strong&gt; recommends optimal AWS resources for your workloads to reduce costs and improve performance by using machine learning to analyze historical utilization metrics.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Control Tower&lt;/strong&gt; automates the set-up of a baseline environment or landing zone, that is a secure, well-architected multi-account AWS environment. Control Tower automates the set-up of their landing zone and configures AWS management and security services based on established best practices in a secure, compliant, multi-account environment. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CloudFormation&lt;/strong&gt; gives developers and systems administrators an easy way to create and manage a collection of related AWS resources, provisioning and updating them in an orderly and predictable fashion.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CloudTrail&lt;/strong&gt; is a web service that records AWS API calls for your account and delivers log files to you. The recorded information includes the identity of the API caller, the time of the API call, the source IP address of the API caller, the request parameters, and the response &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Config&lt;/strong&gt; is a fully managed service that provides you with an AWS resource inventory, configuration history, and configuration change notifications to enable security and governance. The Config Rules feature enables you to create rules that automatically check the configuration of AWS resources recorded by AWS Config.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Launch Wizard&lt;/strong&gt; offers a guided way of sizing, configuring, and deploying AWS resources for third-party applications, such as Microsoft SQL Server Always On and HANA based SAP systems, without the need to manually identify and provision individual AWS resources. To start, you input your application requirements, including performance, number of nodes, and connectivity on the service console.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Organizations&lt;/strong&gt; helps you centrally manage and govern your environment as you grow and scale your AWS resources. Using AWS Organizations, you can programmatically create new AWS accounts and allocate resources, group accounts to organize your workflows, apply policies to accounts or groups for governance, and simplify billing by using a single payment method for all of your accounts.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS OpsWorks&lt;/strong&gt; is a configuration management service that provides managed instances of Chef and Puppet. Chef and Puppet are automation platforms that allow you to use code to automate the configurations of your servers. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Proton&lt;/strong&gt; is the first fully managed delivery service for container and serverless applications. Platform engineering teams can use AWS Proton to connect and coordinate all the different tools needed for infrastructure provisioning, code deployments, monitoring, and updates.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Service Catalog&lt;/strong&gt; allows organizations to create and manage catalogs of IT services that are approved for use on AWS. These IT services can include everything from virtual machine images, servers, software, and databases to complete multi-tier application architectures. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Systems Manager&lt;/strong&gt; gives you visibility and control of your infrastructure on AWS. Systems Manager provides a unified user interface so you can view operational data from multiple AWS services and allows you to automate operational tasks across your AWS resources. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Systems Manager&lt;/strong&gt; contains the following tools:&lt;br&gt;
Resource groups: Lets you create a logical group of resources associated with a particular workload such as different layers of an application stack, or production versus development environments.&lt;br&gt;
Insights Dashboard: Displays operational data that the AWS Systems Manager automatically aggregates for each resource group. &lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;Run Command: Provides a simple way of automating common administrative tasks like remotely executing shell scripts or PowerShell commands, installing software updates, or making changes to the configuration of OS, software, EC2 and instances and servers in your on-premises data center.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;State Manager: Helps you define and maintain consistent OS configurations such as firewall settings and anti-malware definitions to comply with your policies.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Inventory: Helps you collect and query configuration and inventory information about your instances and the software installed on them.&lt;br&gt;
Maintenance Window: Lets you define a recurring window of time to run administrative and maintenance tasks across your instances. &lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Patch Manager: Helps you select and deploy operating system and software patches automatically across large groups of instances. &lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Automation: Simplifies common maintenance and deployment tasks, such as updating Amazon Machine Images (AMIs).&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Parameter Store: Provides an encrypted location to store important administrative information such as passwords and database strings. &lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Distributor: Helps you securely distribute and install software packages, such as software agents. Systems Manager Distributor allows you to centrally store and systematically distribute software packages while you maintain control over versioning. &lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Session Manager: Provides a browser-based interactive shell and CLI for managing Windows and Linux EC2 instances, without the need to open inbound ports, manage SSH keys, or use bastion hosts. &lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;AWS Trusted Advisor&lt;/strong&gt; is an online resource to help you reduce cost, increase performance, and improve security by optimizing your AWS environment. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Personal Health Dashboard&lt;/strong&gt; provides alerts and remediation guidance when AWS is experiencing events that might affect you. While the Service Health Dashboard displays the general status of AWS services, Personal Health Dashboard gives you a personalized view into the performance and availability of the AWS services underlying your AWS resources. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Managed Services&lt;/strong&gt; provides ongoing management of your AWS infrastructure so you can focus on your applications.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS Console Mobile Application&lt;/strong&gt; lets customers view and manages a select set of resources to support incident response while on the go. Customers can view ongoing issues and follow through to the relevant CloudWatch alarm screen for a detailed view with graphs and configuration options. In addition, customers can check on the status of specific AWS services, view detailed resource screens, and perform select actions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS License Manager&lt;/strong&gt; makes it easier to manage licenses in AWS and on-premises servers from software vendors such as Microsoft, SAP, Oracle, and IBM. Administrators gain control and visibility of all their licenses with the AWS License Manager dashboard and reduce the risk of non-compliance, misreporting, and additional costs due to licensing overages.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS Well-Architected Tool&lt;/strong&gt; helps you review the state of your workloads and compares them to the latest AWS architectural best practices. &lt;/p&gt;

</description>
      <category>management</category>
      <category>governance</category>
      <category>aws</category>
      <category>cloud</category>
    </item>
    <item>
      <title>Overview of AWS : Machine learning Services| AWS WhitePaper Summary</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Wed, 03 Nov 2021 18:21:32 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/overview-of-aws-machine-learning-services-aws-whitepaper-summary-33h5</link>
      <guid>https://forem.com/awsmenacommunity/overview-of-aws-machine-learning-services-aws-whitepaper-summary-33h5</guid>
      <description>&lt;h2&gt;
  
  
  Machine Learning services
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--h5xRAej2--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/0tvxhqw6gvj2eomwziv5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--h5xRAej2--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/0tvxhqw6gvj2eomwziv5.png" alt="Image description" width="880" height="496"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Augmented AI (Amazon A2I)&lt;/strong&gt; is a machine learning service that makes it easy to build the workflows required for human review. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon CodeGuru&lt;/strong&gt; is a developer tool that provides intelligent recommendations to improve code quality and identify an application’s most expensive lines of code. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CodeGuru Reviewer&lt;/strong&gt; uses machine learning and automated reasoning to identify critical issues, security vulnerabilities, and hard-to-find bugs during application development and provides recommendations to improve code quality.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;CodeGuru Profiler&lt;/strong&gt; helps developers find an application’s most expensive lines of code by helping them understand the runtime behavior of their applications, identify and remove code inefficiencies, improve performance, and significantly decrease compute costs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Comprehend&lt;/strong&gt; is a natural language processing (NLP) service that uses machine learning to find insights and relationships in a text. No machine learning experience is required.&lt;br&gt;
Amazon Comprehend uses machine learning to help you uncover the insights and relationships in your unstructured data. The service identifies the language of the text; extracts key phrases, places, people, brands, or events; understands how positive or negative the text is; analyzes text using tokenization and parts of speech; and automatically organizes a collection of text files by topic.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon DevOps Guru&lt;/strong&gt; is a Machine Learning (ML) powered service that makes it easy to improve an application’s operational performance and availability. DevOps Guru detects behaviors that deviate from normal operating patterns so you can identify operational issues long before they impact your customers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic Inference&lt;/strong&gt; allows you to attach low-cost GPU-powered acceleration to Amazon EC2 and Amazon SageMaker instances to reduce the cost of running deep learning inference by up to 75%. Amazon Elastic Inference supports TensorFlow, Apache MXNet, PyTorch, and ONNX models.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Forecast&lt;/strong&gt; is a fully managed service that uses machine learning to deliver highly accurate forecasts.&lt;br&gt;
Amazon Forecast is a fully managed service, so there are no servers to provision, and no machine learning models to build, train, or deploy. You pay only for what you use, and there are no minimum fees and no upfront commitments.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Fraud Detector&lt;/strong&gt; is a fully managed service that uses machine learning (ML) and more than 20 years of fraud detection expertise from Amazon, to identify potentially fraudulent activity so customers can catch more online fraud faster. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon HealthLake&lt;/strong&gt; is a HIPAA-eligible service that healthcare providers, health insurance companies, and pharmaceutical companies can use to store, transform, query, and analyze large-scale health data.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Kendra&lt;/strong&gt; is an intelligent search service powered by machine learning. Kendra reimagines enterprise search for your websites and applications so your employees and customers can easily find the content they are looking for, even when it’s scattered across multiple locations and content repositories within your organization.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Lex&lt;/strong&gt; is a service for building conversational interfaces into any application using voice and text. Lex provides the advanced deep learning functionalities of automatic speech recognition (ASR) for converting speech to text, and natural language understanding (NLU) to recognize the intent of the text, to enable you to build applications with highly engaging user experiences and lifelike conversational interactions. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Lookout&lt;/strong&gt; for Equipment analyzes the data from the sensors on your equipment (e.g. pressure in a generator, flow rate of a compressor, revolutions per minute of fans), to automatically train a machine learning model based on just your data, for your equipment – with no ML expertise required.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Lookout for Metrics&lt;/strong&gt; uses machine learning (ML) to automatically detect and diagnose anomalies in business and operational data, such as a sudden dip in sales revenue or customer acquisition rates.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Lookout for Vision&lt;/strong&gt; is a machine learning (ML) service that spots defects and anomalies in visual representations using computer vision (CV). With Amazon Lookout for Vision, manufacturing companies can increase quality and reduce operational costs by quickly identifying differences in images of objects at scale. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Monitron&lt;/strong&gt; is an end-to-end system that uses machine learning (ML) to detect abnormal behavior in industrial machinery, enabling you to implement predictive maintenance and reduce unplanned downtime.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Personalize&lt;/strong&gt; is a machine learning service that makes it easy for developers to create individualized recommendations for customers using their applications.&lt;br&gt;
Amazon Personalize is like having your own Amazon.com machine learning personalization team at your disposal, 24 hours a day.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Polly&lt;/strong&gt; is a service that turns text into lifelike speech. Polly lets you create applications that talk, enabling you to build entirely new categories of speech-enabled products. Polly is an Amazon artificial intelligence (AI) service that uses advanced deep learning technologies to synthesize speech that sounds like a human voice.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Rekognition&lt;/strong&gt; makes it easy to add image and video analysis to your applications using proven, highly scalable, deep learning technology that requires no machine learning expertise to use. With Amazon Rekognition, you can identify objects, people, text, scenes, and activities in images and videos, as well as detect any inappropriate content. &lt;/p&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--GqSdR2vD--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wfwjh41yekm0askwu5kv.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--GqSdR2vD--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wfwjh41yekm0askwu5kv.png" alt="Image description" width="720" height="360"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon SageMaker&lt;/strong&gt; is a fully-managed service that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale. SageMaker removes all the barriers that typically slow down developers who want to use machine learning.&lt;br&gt;
SageMaker removes the complexity that holds back developer success with each of these steps. SageMaker includes modules that can be used together or independently to build, train, and deploy your machine learning models.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon SageMaker Ground Truth&lt;/strong&gt; helps you build highly accurate training datasets for machine learning quickly. SageMaker Ground Truth offers easy access to public and private human labelers and provides them with built-in workflows and interfaces for common labeling tasks. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Textract&lt;/strong&gt; is a service that automatically extracts text and data from scanned documents. Amazon Textract goes beyond simple optical character recognition (OCR) to also identify the contents of fields in forms and information stored in tables.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Transcribe&lt;/strong&gt; is an automatic speech recognition (ASR) service that makes it easy for developers to add speech-to-text capability to their applications. Using the Amazon Transcribe API, you can analyze audio files stored in Amazon S3 and have the service return a text file of the transcribed speech. You can also send a live audio stream to Amazon Transcribe and receive a stream of transcripts in real time.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Translate&lt;/strong&gt; is a neural machine translation service that delivers fast, high-quality, and affordable language translation. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Apache MXNet&lt;/strong&gt; on AWS is a fast and scalable training and inference framework with an easy-to-use, concise API for machine learning.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS Deep Learning AMIs&lt;/strong&gt; provide machine learning practitioners and researchers with the infrastructure and tools to accelerate deep learning in the cloud, at any scale. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS DeepComposer&lt;/strong&gt; is the world’s first musical keyboard powered by machine learning to enable developers of all skill levels to learn Generative AI while creating original music outputs. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS DeepLens&lt;/strong&gt; helps put deep learning in the hands of developers, literally, with a fully programmable video camera, tutorials, code, and pre-trained models designed to expand deep learning skills.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS DeepRacer&lt;/strong&gt; is a 1/18th scale race car which gives you an interesting and fun way to get started with reinforcement learning (RL). RL is an advanced machine learning (ML) technique which takes a very different approach to training models than other machine learning methods. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Inferentia&lt;/strong&gt; is a machine learning inference chip designed to deliver high performance at low cost. AWS Inferentia will support the TensorFlow, Apache MXNet, and PyTorch deep learning frameworks, as well as models that use the ONNX format.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;TensorFlow on AWS&lt;/strong&gt; enables developers to quickly and easily get started with deep learning in the cloud. The framework has broad support in the industry and has become a popular choice for deep learning research and application development, particularly in areas such as computer vision, natural language understanding and speech translation.&lt;/p&gt;

</description>
      <category>machinelearning</category>
      <category>deeplearning</category>
      <category>aws</category>
      <category>datascience</category>
    </item>
    <item>
      <title>Overview of AWS : IOT , End User Computing ,
Front-End Web &amp; Mobile ,
Game Tech Services| AWS WhitePaper Summary</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Tue, 02 Nov 2021 12:44:44 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/overview-of-aws-iot-end-user-computing-front-end-web-mobile-game-tech-services-aws-whitepaper-summary-4deo</link>
      <guid>https://forem.com/awsmenacommunity/overview-of-aws-iot-end-user-computing-front-end-web-mobile-game-tech-services-aws-whitepaper-summary-4deo</guid>
      <description>&lt;h2&gt;
  
  
  Internet of Things (IoT)
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--bpmQcjnf--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/jstbfgc1hee9yekjocpu.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--bpmQcjnf--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/jstbfgc1hee9yekjocpu.png" alt="Image description" width="224" height="224"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT 1-Click&lt;/strong&gt; is a service that enables simple devices to trigger AWS Lambda functions that can execute an action. AWS IoT 1-Click supported devices enable you to easily perform actions such as notifying technical support, tracking assets, and replenishing goods or services. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT Analytics&lt;/strong&gt; is a fully-managed service that makes it easy to run and operationalize sophisticated analytics on massive volumes of IoT data without having to worry about the cost and complexity typically required to build an IoT analytics platform.&lt;br&gt;
IoT data is highly unstructured which makes it difficult to analyze with traditional analytics and business intelligence tools that are designed to process structured data. IoT data comes from devices that often record fairly noisy processes (such as temperature, motion, or sound). &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS IoT Button&lt;/strong&gt; is a programmable button based on the Amazon Dash Button hardware. This simple Wi-Fi device is easy to conﬁgure, and it’s designed for developers to get started with AWS IoT Core, AWS Lambda, Amazon DynamoDB, Amazon SNS, and many other Amazon Web Services without writing device-speciﬁc code.&lt;br&gt;
You can code the button's logic in the cloud to conﬁgure button clicks to count or track items, call or alert someone, start or stop something, order services, or even provide feedback. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT Core&lt;/strong&gt; is a managed cloud service that lets connected devices easily and securely interact with cloud applications and other devices. AWS IoT Core can support billions of devices and trillions of messages and can process and route those messages to AWS endpoints and to other devices reliably and securely. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT Device Defender&lt;/strong&gt; is a fully managed service that helps you secure your fleet of IoT devices. AWS IoT Device Defender continuously audits your IoT configurations to make sure that they aren’t deviating from security best practices. &lt;br&gt;
AWS IoT Device Defender also lets you continuously monitor security metrics from devices and AWS IoT Core for deviations from what you have defined as appropriate behavior for each device.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT Device Management&lt;/strong&gt; makes it easy to securely onboard, organize, monitor, and remotely manage IoT devices at scale. With AWS IoT Device Management, you can register your connected devices individually or in bulk, and easily manage permissions so that devices remain secure. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT Events&lt;/strong&gt; is a fully managed IoT service that makes it easy to detect and respond to events from IoT sensors and applications. Events are patterns of data identifying more complicated circumstances than expected, such as changes in equipment when a belt is stuck or connected motion detectors using movement signals to activate lights and security cameras.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT Greengrass&lt;/strong&gt; seamlessly extends AWS to devices so they can act locally on the data they generate, while still using the cloud for management, analytics, and durable storage. With AWS IoT Greengrass, connected devices can run AWS Lambda functions, execute predictions based on machine learning models, keep device data in sync, and communicate with other devices securely – even when not connected to the Internet.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT SiteWise&lt;/strong&gt; is a managed service that makes it easy to collect, store, organize and monitor data from industrial equipment at scale to help you make better, data-driven decisions. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS IoT Things Graph&lt;/strong&gt; is a service that makes it easy to visually connect different devices and web services to build IoT applications.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS Partner Device Catalog&lt;/strong&gt; helps you find devices and hardware to help you explore, build, and go to market with your IoT solutions. Search for and find hardware that works with AWS, including development kits and embedded systems to build new devices, as well as off-the-shelf-devices such as gateways, edge servers, sensors, and cameras for immediate IoT project integration.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;FreeRTOS&lt;/strong&gt; is an operating system for microcontrollers that makes small, low-power edge devices easy to program, deploy, secure, connect, and manage. &lt;/p&gt;




&lt;h2&gt;
  
  
  End User Computing
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--P872uxdA--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/hpvql2oxgc9qp6xjecqm.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--P872uxdA--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/hpvql2oxgc9qp6xjecqm.png" alt="Image description" width="638" height="359"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon AppStream 2.0&lt;/strong&gt; is a fully managed application streaming service. You centrally manage your desktop applications on AppStream 2.0 and securely deliver them to any computer. You can easily scale to any number of users across the globe without acquiring, provisioning, and operating hardware or infrastructure. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon WorkSpaces&lt;/strong&gt; is a fully managed, secure cloud desktop service. You can use WorkSpaces to provision either Windows or Linux desktops in just a few minutes and quickly scale to provide thousands of desktops to workers across the globe&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon WorkLink&lt;/strong&gt; is a fully managed service that lets you provide your employees with secure, easy access to your internal corporate websites and web apps using their mobile phones. &lt;br&gt;
With Amazon WorkLink, employees can access internal web content as easily as they access any public website, without the hassle of connecting to their corporate network. When a user accesses an internal website, the page is first rendered in a browser running in a secure container in AWS.&lt;/p&gt;




&lt;h2&gt;
  
  
  Front-End Web &amp;amp; Mobile Services
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Amazon Location Service&lt;/strong&gt; makes it easy for developers to add location functionality to applications without compromising data security and user privacy.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Pinpoint&lt;/strong&gt; makes it easy to send targeted messages to your customers through multiple engagement channels. Examples of targeted campaigns are promotional alerts and customer retention campaigns, and transactional messages are messages such as order confirmations and password reset messages.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Amplify&lt;/strong&gt; makes it easy to create, configure, and implement scalable mobile applications powered by AWS. Amplify seamlessly provisions and manages your mobile backend and provides a simple framework to easily integrate your backend with your iOS, Android, Web, and React Native frontends. Amplify also automates the application release process of both your frontend and backend allowing you to deliver features faster.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Device Farm&lt;/strong&gt; is an app testing service that lets you test and interact with your Android, iOS, and web apps on many devices at once, or reproduce issues on a device in real time. View video, screenshots, logs, and performance data to pinpoint and fix issues before shipping your app.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS AppSync&lt;/strong&gt; is a serverless back-end for mobile, web, and enterprise applications.&lt;br&gt;
AWS AppSync makes it easy to build data driven mobile and web applications by handling securely all the application data management tasks like online and offline data access, data synchronization, and data manipulation across multiple data sources. &lt;/p&gt;




&lt;h2&gt;
  
  
  Game Tech
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--22_2w3W---/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/j65o9pfnkw0bizvyy8j0.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--22_2w3W---/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/j65o9pfnkw0bizvyy8j0.png" alt="Image description" width="360" height="216"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon GameLift&lt;/strong&gt; is a managed service for deploying, operating and scaling dedicated game servers for session-based multiplayer games. Amazon GameLift makes it easy to manage server infrastructure, scale capacity to lower latency and cost, match players into available game sessions, and defend from distributed denial-of-service (DDoS) attacks. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Lumberyard&lt;/strong&gt; is a free, cross-platform, 3D game engine for you to create the highest-quality games, connect your games to the vast compute and storage of the AWS Cloud, and engage fans on Twitch. &lt;/p&gt;

</description>
      <category>webdev</category>
      <category>mobile</category>
      <category>aws</category>
      <category>iot</category>
    </item>
    <item>
      <title>Overview of AWS : Containers,
Database,
Developer Tools Services| AWS WhitePaper Summary</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Sun, 31 Oct 2021 22:50:14 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/overview-of-aws-containersdatabasedeveloper-tools-services-aws-whitepaper-summary-398e</link>
      <guid>https://forem.com/awsmenacommunity/overview-of-aws-containersdatabasedeveloper-tools-services-aws-whitepaper-summary-398e</guid>
      <description>&lt;h2&gt;
  
  
  Containers
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic Container Registry (ECR)&lt;/strong&gt; is a fully-managed Docker container registry that makes it easy for developers to store, manage, and deploy Docker container images.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic Container Service (Amazon ECS)&lt;/strong&gt; is a highly scalable, high-performance container orchestration service that supports Docker containers and allows you to easily run and scale containerized applications on AWS. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic Kubernetes Service (Amazon EKS&lt;/strong&gt;) makes it easy to deploy, manage, and scale containerized applications using Kubernetes on AWS.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS App2Container (A2C)&lt;/strong&gt; is a command-line tool for modernizing .NET and Java applications into containerized applications. A2C analyzes and builds an inventory of all applications running in virtual machines, on-premises, or in the cloud.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Red Hat OpenShift Service on AWS (ROSA)&lt;/strong&gt; provides an integrated experience to use OpenShift. If you are already familiar with OpenShift, you can accelerate your application development process by leveraging familiar OpenShift APIs and tools for deployments on AWS. &lt;/p&gt;




&lt;h2&gt;
  
  
  Database
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--ME4Z5bYD--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rv5ydb34bvu3agt5vze0.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--ME4Z5bYD--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/rv5ydb34bvu3agt5vze0.png" alt="Image description" width="800" height="260"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Aurora&lt;/strong&gt; is a MySQL and PostgreSQL compatible relational database engine that combines the speed and availability of high-end commercial databases with the simplicity and cost-eﬀectiveness of open source databases.&lt;br&gt;
Amazon Aurora is up to five times faster than standard MySQL databases and three times faster than standard PostgreSQL databases. It provides the security, availability, and reliability of commercial databases at 1/10th the cost.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon DynamoDB&lt;/strong&gt; is a key-value and document database that delivers single-digit millisecond performance at any scale. It's a fully managed, multi-region, multi-master database with built-in security, backup and restores, and in-memory caching for internet-scale applications. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon ElastiCache&lt;/strong&gt; is a web service that makes it easy to deploy, operate, and scale an in-memory cache in the cloud. The service improves the performance of web applications by allowing you to retrieve information from fast, managed, in-memory caches, instead of relying entirely on slower disk-based databases.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;Amazon ElastiCache supports two open-source in-memory caching engines:&lt;/em&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;&lt;em&gt;Redis&lt;/em&gt;&lt;/strong&gt; - a fast, open-source, in-memory key-value data store for use as a database, cache, message broker, and queue. Amazon ElastiCache for Redis is a Redis-compatible in-memory service that delivers the ease-of-use and power of Redis along with the availability, reliability, and performance suitable for the most demanding applications.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;&lt;em&gt;Memcached&lt;/em&gt;&lt;/strong&gt; - a widely adopted memory object caching system. ElastiCache for Memcached is protocol compliant with Memcached, so popular tools that you use today with existing Memcached environments will work seamlessly with the service.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Amazon Keyspaces&lt;/strong&gt; (for Apache Cassandra) is a scalable, highly available, and managed Apache Cassandra–compatible database service. With Amazon Keyspaces, you can run your Cassandra workloads on AWS using the same Cassandra application code and developer tools that you use today. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Neptune&lt;/strong&gt; is a fast, reliable, fully-managed graph database service that makes it easy to build and run applications that work with highly connected datasets. The core of Amazon Neptune is a purpose-built, high-performance graph database engine optimized for storing billions of relationships and querying the graph with milliseconds latency. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Relational Database Service (Amazon RDS)&lt;/strong&gt; makes it easy to set up, operate, and scale a relational database in the cloud. It provides cost-efficient and resizable capacity while automating time-consuming administration tasks such as hardware provisioning, database setup, patching and backups. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Relational Database Service (Amazon RDS)&lt;/strong&gt; on VMware lets you deploy managed databases in on-premises VMware environments using the Amazon RDS technology enjoyed by hundreds of thousands of AWS customers. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Quantum Ledger Database (QLDB)&lt;/strong&gt; is a fully managed ledger database that provides a transparent, immutable, and cryptographically verifiable transaction log ‎owned by a central trusted authority. Amazon QLDB tracks each and every application data change and maintains a complete and verifiable history of changes over time.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Timestream&lt;/strong&gt; is a fast, scalable, fully managed time-series database service for IoT and operational applications that makes it easy to store and analyze trillions of events per day at 1/10th the cost of relational databases.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon DocumentDB (with MongoDB compatibility)&lt;/strong&gt;  is a fast, scalable, highly available, and fully managed document database service that supports MongoDB workloads.&lt;/p&gt;




&lt;h2&gt;
  
  
  Developer Tools
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--scA3NyNe--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/50jwmic6o7ywnrua2mv5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--scA3NyNe--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/50jwmic6o7ywnrua2mv5.png" alt="Image description" width="311" height="162"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Corretto&lt;/strong&gt; is a no-cost, multiplatform, production-ready distribution of the Open Java Development Kit (OpenJDK). Corretto comes with long-term support that will include performance enhancements and security fixes.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Cloud9&lt;/strong&gt; is a cloud-based integrated development environment (IDE) that lets you write, run, and debug your code with just a browser. It includes a code editor, debugger, and terminal. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CloudShell&lt;/strong&gt; is a browser-based shell that makes it easy to securely manage, explore, and interact with your AWS resources. CloudShell is pre-authenticated with your console credentials. Common Development and operations tools are pre-installed, so no local installation or configuration is required. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CodeArtifact&lt;/strong&gt; is a fully managed artifact repository service that makes it easy for organizations of any size to securely store, publish, and share software packages used in their software development process. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CodeBuild&lt;/strong&gt; is a fully managed build service that compiles source code, runs tests, and produces software packages that are ready to deploy. With CodeBuild, you don’t need to provision, manage, and scale your own build servers. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CodeCommit&lt;/strong&gt; is a fully managed source control service that makes it easy for companies to host secure and highly scalable private Git repositories. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CodeDeploy&lt;/strong&gt; is a service that automates code deployments to any instance, including EC2 instances and instances running on premises. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CodePipeline&lt;/strong&gt; is a fully managed continuous delivery service that helps you automate your release pipelines for fast and reliable application and infrastructure updates.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS CodeStar&lt;/strong&gt; enables you to quickly develop, build, and deploy applications on AWS. AWS CodeStar provides a unified user interface, enabling you to easily manage your software development activities in one place. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Fault Injection Simulator&lt;/strong&gt; is a fully managed service for running fault injection experiments on AWS that makes it easier to improve an application’s performance, observability, and resiliency. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Fault Injection Simulator&lt;/strong&gt; simplifies the process of setting up and running controlled fault injection experiments across a range of AWS services so teams can build confidence in their application behavior. With Fault Injection Simulator, teams can quickly set up experiments using pre-built templates that generate the desired disruptions. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS X-Ray&lt;/strong&gt; helps developers analyze and debug distributed applications in production or under development, such as those built using a microservices architecture. &lt;/p&gt;

</description>
      <category>database</category>
      <category>aws</category>
      <category>devops</category>
      <category>tooling</category>
    </item>
    <item>
      <title>Overview of AWS : AR&amp;VR,
Blockchain,
Business Applications,
Cloud Financial Management, Compute Services| AWS WhitePaper Summary</title>
      <dc:creator>‪Kareem Negm‬‏</dc:creator>
      <pubDate>Sat, 30 Oct 2021 20:24:09 +0000</pubDate>
      <link>https://forem.com/awsmenacommunity/overview-of-aws-arvrblockchainbusiness-applicationscloud-financial-management-aws-whitepaper-summary-af</link>
      <guid>https://forem.com/awsmenacommunity/overview-of-aws-arvrblockchainbusiness-applicationscloud-financial-management-aws-whitepaper-summary-af</guid>
      <description>&lt;h2&gt;
  
  
  AR and VR
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Amazon Sumerian&lt;/strong&gt; lets you create and run virtual reality (VR), augmented reality (AR), and 3D applications quickly and easily without requiring any specialized programming or 3D graphics expertise. &lt;/p&gt;




&lt;h2&gt;
  
  
  Blockchain
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--FprG-yRB--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/2t175vvi2sfvhmbhuav5.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--FprG-yRB--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/2t175vvi2sfvhmbhuav5.png" alt="Image description" width="264" height="264"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Managed Blockchain&lt;/strong&gt; is a fully managed service that makes it easy to create and manage scalable blockchain networks using the popular open source frameworks Hyperledger Fabric and Ethereum.&lt;/p&gt;

&lt;p&gt;AMB is a fully managed service that allows you to set up and manage a scalable blockchain network with just a few clicks. In addition, Managed Blockchain can replicate an immutable copy of your blockchain network activity into Amazon Quantum Ledger Database (QLDB), a fully managed ledger database. This allows you to easily analyze the network activity outside the network and gain insights into trends.&lt;/p&gt;




&lt;h2&gt;
  
  
  Business Applications
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--2rFWNhWx--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/y0fdktv9on0fdz49knxv.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--2rFWNhWx--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/y0fdktv9on0fdz49knxv.png" alt="Image description" width="300" height="168"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Alexa for Business&lt;/strong&gt; is a service that enables organizations and employees to use Alexa to get more work done. With Alexa for Business, employees can use Alexa as their intelligent assistant to be more productive in meeting rooms, at their desks, and even with the Alexa devices they already have at home.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Chime&lt;/strong&gt; is a communications service that transforms online meetings with a secure, easy-to-use application that you can trust. Amazon Chime works seamlessly across your devices so that you can stay connected. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Simple Email Service (Amazon SES)&lt;/strong&gt; is a cost-effective, flexible, and scalable email service that enables developers to send mail from within any application. You can configure Amazon SES quickly to support several email use cases, including transactional, marketing, or mass email communications. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon WorkDocs&lt;/strong&gt; is a fully managed, secure enterprise storage and sharing service with strong administrative controls and feedback capabilities that improve user productivity.&lt;br&gt;
Users can comment on files, send them to others for feedback, and upload new versions without having to resort to emailing multiple versions of their files as attachments. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon WorkMail&lt;/strong&gt; is a secure, managed business email and calendar service with support for existing desktop and mobile email client applications. Amazon WorkMail gives users the ability to seamlessly access their email, contacts, and calendars using the client application of their choice, including Microsoft Outlook, native iOS, and Android email applications&lt;/p&gt;




&lt;h2&gt;
  
  
  Cloud Financial Management
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--hoeROpRv--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/gn2aoxzysht9tzhfkqeh.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--hoeROpRv--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/gn2aoxzysht9tzhfkqeh.png" alt="Image description" width="259" height="194"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Application Cost Profiler&lt;/strong&gt; provides you the ability to track the consumption of shared AWS resources used by software applications and report granular cost breakdown across tenant base. You can achieve economies of scale with the shared infrastructure model, while still maintaining a clear line of sight to detailed resource consumption information across multiple dimensions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Cost Explorer&lt;/strong&gt; has an easy-to-use interface that lets you visualize, understand, and manage your AWS costs and usage over time. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Budgets&lt;/strong&gt; gives you the ability to set custom budgets that alert you when your costs or usage exceed (or are forecasted to exceed) your budgeted amount. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS Cost &amp;amp; Usage Report&lt;/strong&gt; is a single location for accessing comprehensive information about your AWS costs and usage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Reserved Instance (RI) Reporting&lt;/strong&gt;, AWS provides a number of RI-specific cost management solutions out-of-the-box to help you better understand and manage your RIs.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Savings Plans&lt;/strong&gt; is a flexible pricing model offering lower prices compared to On-Demand pricing, in exchange for a specific usage commitment (measured in $/hour) for a one or three-year period. AWS offers three types of Savings Plans – Compute Savings Plans, EC2 Instance Savings Plans, and Amazon SageMaker Savings Plans. &lt;/p&gt;




&lt;h2&gt;
  
  
  Compute Services
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://res.cloudinary.com/practicaldev/image/fetch/s--HkrBBlco--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wps2mfy40714n966bynj.png" class="article-body-image-wrapper"&gt;&lt;img src="https://res.cloudinary.com/practicaldev/image/fetch/s--HkrBBlco--/c_limit%2Cf_auto%2Cfl_progressive%2Cq_auto%2Cw_880/https://dev-to-uploads.s3.amazonaws.com/uploads/articles/wps2mfy40714n966bynj.png" alt="Image description" width="747" height="394"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Elastic Compute Cloud (Amazon EC2)&lt;/strong&gt; is a web service that provides secure, resizable compute capacity in the cloud. It is designed to make web-scale computing easier for developers. It provides you with complete control of your computing resources and lets you run on Amazon’s proven computing environment. Amazon EC2 reduces the time required to obtain and boot new server instances (called Amazon EC2 instances) to minutes, allowing you to quickly scale capacity, both up and down, as your computing requirements change. &lt;/p&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;&lt;em&gt;Instance Types&lt;/em&gt;&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;Amazon EC2 passes on to you the financial benefits of Amazon’s scale. You pay a very low rate for the compute capacity you actually consume. &lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;On-Demand Instances— With On-Demand instances, you pay for compute capacity by the hour or the second depending on which instances you run. No longer-term commitments or upfront payments are needed.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Spot Instances—Spot Instances are available at up to a 90% discount compared to On-Demand prices and let you take advantage of unused Amazon EC2 capacity in the AWS Cloud. &lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Reserved Instances—Reserved Instances provide you with a significant discount (up to 72%) compared to On-Demand instance pricing. You have the flexibility to change families, operating system types, and tenancies while benefitting from Reserved Instance pricing when you use Convertible Reserved Instances.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Savings Plans—Savings Plans are a flexible pricing model that offer low prices on EC2 and Fargate usage, in exchange for a commitment to a consistent amount of usage (measured in $/hour) for a 1 or 3 year term.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Dedicated Hosts—A Dedicated Host is a physical EC2 server dedicated for your use. Dedicated Hosts can help you reduce costs by allowing you to use your existing server-bound software licenses, including Windows Server, SQL Server, and SUSE Linux Enterprise Server (subject to your license terms), and can also help you meet compliance requirements.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Amazon EC2 Auto Scaling&lt;/strong&gt; helps you maintain application availability and allows you to automatically add or remove EC2 instances according to conditions you define. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;EC2 Image Builder&lt;/strong&gt; simplifies the building, testing, and deployment of Virtual Machine and container images for use on AWS or on-premises.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Lightsail&lt;/strong&gt; is designed to be the easiest way to launch and manage a virtual private server with AWS. Lightsail plans include everything you need to jumpstart your project – a virtual machine, SSD-based storage, data transfer, DNS management, and a static IP address – for a low, predictable price.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS App Runner&lt;/strong&gt; is a fully managed service that makes it easy for developers to quickly deploy containerized web applications and APIs, at scale and with no prior infrastructure experience required. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Batch&lt;/strong&gt; enables developers, scientists, and engineers to easily and efficiently run hundreds of thousands of batch computing jobs on AWS. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Elastic Beanstalk&lt;/strong&gt; is an easy-to-use service for deploying and scaling web applications and services developed with Java, .NET, PHP, Node.js, Python, Ruby, Go, and Docker on familiar servers such as Apache, Nginx, Passenger, and Internet Information Services (IIS).&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Fargate&lt;/strong&gt; is a compute engine for Amazon ECS that allows you to run containers without having to manage servers or clusters.  Fargate lets you focus on designing and building your applications instead of managing the infrastructure that runs them.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Lambda&lt;/strong&gt; lets you run code without provisioning or managing servers. You pay only for the compute time you consume—there is no charge when your code is not running. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The AWS Serverless Application Repository&lt;/strong&gt; enables you to quickly deploy code samples, components, and complete applications for common use cases such as web and mobile back-ends, event and data processing, logging, monitoring, IoT, and more.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;AWS Outposts&lt;/strong&gt; bring native AWS services, infrastructure, and operating models to virtually any data center, co-location space, or on-premises facility. You can use the same APIs, the same tools, the same hardware, and the same functionality across on-premises and the cloud to deliver a truly consistent hybrid experience. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;em&gt;AWS Outposts come in two variants:&lt;/em&gt;&lt;/strong&gt; &lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;VMware Cloud on AWS Outposts allows you to use the same VMware control plane and APIs you use to run your infrastructure&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;AWS native variant of AWS Outposts allows you to use the same exact APIs and control plane you use to run in the AWS cloud, but on-premises.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;AWS Wavelength&lt;/strong&gt; is an AWS Infrastructure offering optimized for mobile edge computing applications. Wavelength Zones are AWS infrastructure deployments that embed AWS compute and storage services within communications service providers’ (CSP) data centers at the edge of the 5G network, so application traffic from 5G devices can reach application servers running in Wavelength Zones without leaving the telecommunications network. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;VMware Cloud on AWS&lt;/strong&gt; is an integrated cloud offering jointly developed by AWS and VMware delivering a highly scalable, secure, and innovative service that allows organizations to seamlessly migrate and extend their on-premises VMware vSphere-based environments to the AWS Cloud running on next-generation Amazon Elastic Compute Cloud (Amazon EC2) bare metal infrastructure. &lt;/p&gt;

</description>
      <category>cloud</category>
      <category>aws</category>
      <category>blockchain</category>
      <category>management</category>
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