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    <title>Forem: CDSA - Cross Domain Solution Architect</title>
    <description>The latest articles on Forem by CDSA - Cross Domain Solution Architect (@cdsa).</description>
    <link>https://forem.com/cdsa</link>
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      <title>Forem: CDSA - Cross Domain Solution Architect</title>
      <link>https://forem.com/cdsa</link>
    </image>
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    <language>en</language>
    <item>
      <title>🛡️ CDSA | Cybersecurity &amp; Digital Safety Hub</title>
      <dc:creator>Vernard Sharbney</dc:creator>
      <pubDate>Sat, 22 Nov 2025 04:00:35 +0000</pubDate>
      <link>https://forem.com/cdsa/cdsa-cybersecurity-digital-safety-hub-1o62</link>
      <guid>https://forem.com/cdsa/cdsa-cybersecurity-digital-safety-hub-1o62</guid>
      <description>&lt;p&gt;&lt;strong&gt;Welcome to CDSA's space for future cyber defenders.&lt;/strong&gt; &lt;br&gt;
If you're serious about protecting systems, spotting threats, and keeping the digital world safe — pull up a chair.&lt;/p&gt;




&lt;h2&gt;
  
  
  🚀 &lt;strong&gt;Your Cybersecurity Launch Pad&lt;/strong&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  📚 &lt;strong&gt;Theory &amp;amp; Fundamentals&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Percipio Learning Channel&lt;/strong&gt;: Complete cyber foundation
🔗 &lt;a href="https://dew1-share.percipio.com/cd/kMQqavlDHO" rel="noopener noreferrer"&gt;Access Theory Materials&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🔥 &lt;strong&gt;Hands-On Labs&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Ethical Hacker v12 Lab&lt;/strong&gt;: Real penetration testing environment
🔗 &lt;a href="https://dew1-share.percipio.com/cd/DEYEQp4Z1" rel="noopener noreferrer"&gt;Launch Sandbox&lt;/a&gt;

&lt;ul&gt;
&lt;li&gt;&lt;em&gt;Active: Nov 2025 - Jul 2026&lt;/em&gt;&lt;/li&gt;
&lt;li&gt;Intermediate penetration testing&lt;/li&gt;
&lt;li&gt;Practical skill validation&lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;/ul&gt;




&lt;h2&gt;
  
  
  💡 &lt;strong&gt;What You'll Master&lt;/strong&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  ⚔️ &lt;strong&gt;Core Cyber Skills&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Threat identification &amp;amp; analysis&lt;/li&gt;
&lt;li&gt;Network security fundamentals
&lt;/li&gt;
&lt;li&gt;Incident response procedures&lt;/li&gt;
&lt;li&gt;SIEM tool basics&lt;/li&gt;
&lt;li&gt;Digital safety protocols&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🎯 &lt;strong&gt;Certification Ready&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;CEH (Certified Ethical Hacker) preparation&lt;/li&gt;
&lt;li&gt;Hands-on penetration testing&lt;/li&gt;
&lt;li&gt;Industry-recognized skills&lt;/li&gt;
&lt;li&gt;Portfolio-worthy projects&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  🛠️ &lt;strong&gt;Learning Path&lt;/strong&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Phase 1: Foundation&lt;/strong&gt; (Weeks 1-4)
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Complete Percipio theory modules&lt;/li&gt;
&lt;li&gt;Master cyber basics &amp;amp; terminology&lt;/li&gt;
&lt;li&gt;Understand attack vectors&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Phase 2: Practical&lt;/strong&gt; (Weeks 5-8)
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Start Ethical Hacker labs&lt;/li&gt;
&lt;li&gt;Practice in safe sandbox&lt;/li&gt;
&lt;li&gt;Build first penetration tests&lt;/li&gt;
&lt;/ol&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Phase 3: Advanced&lt;/strong&gt; (Weeks 9-12)
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Complex attack scenarios&lt;/li&gt;
&lt;li&gt;Defense strategies&lt;/li&gt;
&lt;li&gt;Incident response drills&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  🔥 &lt;strong&gt;Start Your Cyber Journey&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;No fear-mongering. No complicated jargon.&lt;/strong&gt;&lt;br&gt;
Just practical cyber skills for a world that stays online 24/7 🌐🔥&lt;/p&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;Next Steps:&lt;/strong&gt;
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Bookmark both Percipio links&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Start with theory foundation&lt;/strong&gt; &lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Join Ethical Hacker lab&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Connect with CDSA cyber community&lt;/strong&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Let's build a safer digital Africa — one defender at a time.&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Follow &lt;a href="https://dev.to/cdsa"&gt;@cdsa&lt;/a&gt; for cyber threats analysis, defense techniques, and community challenges.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;#CDSA #Cybersecurity #EthicalHacking #CyberDefense #DigitalSafety #Percipio&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>cybersecurity</category>
      <category>ai</category>
      <category>webdev</category>
      <category>programming</category>
    </item>
    <item>
      <title>Web Development Community Track</title>
      <dc:creator>Vernard Sharbney</dc:creator>
      <pubDate>Sat, 22 Nov 2025 03:12:16 +0000</pubDate>
      <link>https://forem.com/cdsa/web-development-community-track-4d6h</link>
      <guid>https://forem.com/cdsa/web-development-community-track-4d6h</guid>
      <description>&lt;p&gt;&lt;strong&gt;Master web development with IBM's free, industry-recognized courses.&lt;/strong&gt; Zero cost, maximum impact.&lt;/p&gt;




&lt;h2&gt;
  
  
  🎯 &lt;strong&gt;Core Learning Paths&lt;/strong&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  ⚛️ &lt;strong&gt;Frontend &amp;amp; React&lt;/strong&gt;
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;- &lt;strong&gt;React Bootcamp&lt;/strong&gt; - Percipio: &lt;a href="https://dew1-share.percipio.com/cd/8LvDJJoeW7" rel="noopener noreferrer"&gt;Here&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;- &lt;strong&gt;NodeJs Bootcamp&lt;/strong&gt; - Percipio: &lt;a href="https://dew1-share.percipio.com/cd/BEO6HDvifh" rel="noopener noreferrer"&gt;Here&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;- &lt;strong&gt;Restful Webservices Bootcamp&lt;/strong&gt; - Percipio: &lt;a href="https://dew1-share.percipio.com/cd/RVaZjMqdp" rel="noopener noreferrer"&gt;Here&lt;/a&gt;
&lt;/li&gt;
&lt;/ol&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;React Basics&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/react-101" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/react-101&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Node.js Essentials&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/nodejs-essentials" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/nodejs-essentials&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🐍 &lt;strong&gt;Python &amp;amp; Backend&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Python for Data Science&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/python-for-data-science" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/python-for-data-science&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Django with IBM&lt;/strong&gt; - IBM Skills: &lt;a href="https://yourlearning.ibm.com/courses?q=django" rel="noopener noreferrer"&gt;yourlearning.ibm.com/courses?q=django&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  🗄️ &lt;strong&gt;Databases &amp;amp; APIs&lt;/strong&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  📊 &lt;strong&gt;Data &amp;amp; APIs&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;SQL &amp;amp; Relational Databases 101&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/db0101en" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/db0101en&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;REST API Fundamentals&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/rest-api-fundamentals" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/rest-api-fundamentals&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  ☁️ &lt;strong&gt;Cloud &amp;amp; DevOps&lt;/strong&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  🔧 &lt;strong&gt;IBM Cloud Essentials&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;IBM Cloud Essentials&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/ibm-cloud-essentials" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/ibm-cloud-essentials&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Docker Essentials&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/docker-essentials" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/docker-essentials&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Kubernetes Fundamentals&lt;/strong&gt; - Cognitive Class: &lt;a href="https://cognitiveclass.ai/courses/kubernetes-fundamentals" rel="noopener noreferrer"&gt;cognitiveclass.ai/courses/kubernetes-fundamentals&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  🛠️ &lt;strong&gt;Tools &amp;amp; Certifications&lt;/strong&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  🎓 &lt;strong&gt;IBM Badges &amp;amp; Certs&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;IBM Full Stack Developer&lt;/strong&gt; - Professional Certificate: &lt;a href="https://cognitiveclass.ai/learning-paths/ibm-full-stack-cloud-developer" rel="noopener noreferrer"&gt;cognitiveclass.ai/learning-paths/ibm-full-stack-cloud-developer&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;IBM DevOps &amp;amp; Software Engineering&lt;/strong&gt; - Professional Certificate: &lt;a href="https://cognitiveclass.ai/learning-paths/devops-software-engineering" rel="noopener noreferrer"&gt;cognitiveclass.ai/learning-paths/devops-software-engineering&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🔨 &lt;strong&gt;Essential IBM Tools&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;IBM Watson APIs&lt;/strong&gt; - AI Integration: &lt;a href="https://www.ibm.com/watson/developer" rel="noopener noreferrer"&gt;ibm.com/watson/developer&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;IBM Cloud Foundry&lt;/strong&gt; - App Deployment: &lt;a href="https://cloud.ibm.com" rel="noopener noreferrer"&gt;cloud.ibm.com&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  🔥 &lt;strong&gt;Start Building Today&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Pick one course → Earn your first badge → Build momentum.&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Start with Python for Data Science&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Join CDSA Discord for support&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Complete one project per month&lt;/strong&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Earn IBM badges. Build real skills. Get hired. 🚀&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Follow &lt;a href="https://dev.to/cdsa"&gt;@cdsa&lt;/a&gt; for IBM course updates and community projects.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;#CDSA #WebDev #IBM #CognitiveClass #FreeLearning #CloudComputing&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>The AI/ML Learning Path (Sprints-Based, Zero-Cost, Industry-Solid) Track</title>
      <dc:creator>Vernard Sharbney</dc:creator>
      <pubDate>Sat, 22 Nov 2025 02:38:27 +0000</pubDate>
      <link>https://forem.com/cdsa/the-aiml-learning-path-sprints-based-zero-cost-industry-solid-track-1cco</link>
      <guid>https://forem.com/cdsa/the-aiml-learning-path-sprints-based-zero-cost-industry-solid-track-1cco</guid>
      <description>&lt;h2&gt;
  
  
  AI/ML Engineering Track
&lt;/h2&gt;

&lt;p&gt;If you want to learn &lt;strong&gt;AI, ML, Deep Learning, Computer Vision, Deployment, APIs, fast&lt;/strong&gt;, AND build a real project that actually matters… welcome home.&lt;/p&gt;




&lt;h1&gt;
  
  
  🔥 The AI/ML Learning Path (Sprints-Based, Zero-Cost, Industry-Solid)
&lt;/h1&gt;

&lt;p&gt;Built to turn beginners into legit AI engineers with a portfolio that hits.&lt;/p&gt;




&lt;h1&gt;
  
  
  🧭 &lt;strong&gt;Sprint 1 — Get the Basics Locked (Python + Data Analysis + Git)&lt;/strong&gt;
&lt;/h1&gt;

&lt;p&gt;&lt;strong&gt;Goal:&lt;/strong&gt; Understand Python, data, and version control.&lt;br&gt;
&lt;strong&gt;Tools:&lt;/strong&gt; Kaggle, CognitiveClass.ai, GitHub.&lt;/p&gt;

&lt;h3&gt;
  
  
  📚 Must-Do Resources
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Python + Pandas (Kaggle)&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://www.kaggle.com/learn/python" rel="noopener noreferrer"&gt;https://www.kaggle.com/learn/python&lt;/a&gt;&lt;br&gt;
&lt;a href="https://www.kaggle.com/learn/pandas" rel="noopener noreferrer"&gt;https://www.kaggle.com/learn/pandas&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;CognitiveClass — Data Science with Python&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://cognitiveclass.ai/courses/data-science-hands-open-source-tools" rel="noopener noreferrer"&gt;https://cognitiveclass.ai/courses/data-science-hands-open-source-tools&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Bonus:&lt;/strong&gt; Intro to Jupyter Notebooks&lt;br&gt;
&lt;a href="https://jupyter.org/" rel="noopener noreferrer"&gt;https://jupyter.org/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🧩 AgriScan Build Task
&lt;/h3&gt;

&lt;p&gt;Analyze a &lt;strong&gt;sample soil dataset&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Calculate pH ranges&lt;/li&gt;
&lt;li&gt;Classify soil types&lt;/li&gt;
&lt;li&gt;Visualize nutrient distribution&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Push your notebook to GitHub.&lt;/p&gt;




&lt;h1&gt;
  
  
  🔥 &lt;strong&gt;Sprint 2 — Machine Learning Core (Scikit-Learn Mastery)&lt;/strong&gt;
&lt;/h1&gt;

&lt;p&gt;&lt;strong&gt;Goal:&lt;/strong&gt; Build prediction models confidently.&lt;br&gt;
&lt;strong&gt;Tools:&lt;/strong&gt; Scikit-Learn.&lt;/p&gt;

&lt;h3&gt;
  
  
  📚 Must-Do Resources
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;CognitiveClass — Machine Learning with Python&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://cognitiveclass.ai/courses/machine-learning-python" rel="noopener noreferrer"&gt;https://cognitiveclass.ai/courses/machine-learning-python&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Scikit-Learn Official Tutorials&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://scikit-learn.org/stable/user_guide.html" rel="noopener noreferrer"&gt;https://scikit-learn.org/stable/user_guide.html&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🧩 AgriScan Build Task
&lt;/h3&gt;

&lt;p&gt;Build a basic &lt;strong&gt;Crop Recommendation Model&lt;/strong&gt;:&lt;br&gt;
Input: soil features (pH, potassium, nitrogen, moisture)&lt;br&gt;
Output: crop suggestion&lt;/p&gt;

&lt;p&gt;Train → Test → Evaluate → Push to GitHub.&lt;/p&gt;




&lt;h1&gt;
  
  
  🧠 &lt;strong&gt;Sprint 3 — Deep Learning &amp;amp; Computer Vision (The AgriScan Engine)&lt;/strong&gt;
&lt;/h1&gt;

&lt;p&gt;This is where we build the &lt;em&gt;actual brain&lt;/em&gt; of AgriScan.&lt;/p&gt;

&lt;h3&gt;
  
  
  📚 Must-Do Resources
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;CognitiveClass — Deep Learning Fundamentals&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://cognitiveclass.ai/courses/introduction-deep-learning" rel="noopener noreferrer"&gt;https://cognitiveclass.ai/courses/introduction-deep-learning&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;CognitiveClass — Computer Vision with Python&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://cognitiveclass.ai/courses/computer-vision-with-python" rel="noopener noreferrer"&gt;https://cognitiveclass.ai/courses/computer-vision-with-python&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Fast.ai — Practical Deep Learning for Coders&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://course.fast.ai/" rel="noopener noreferrer"&gt;https://course.fast.ai/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🌍 External Data Resources
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;PlantVillage Dataset&lt;/strong&gt; (disease images)&lt;br&gt;
&lt;a href="https://www.kaggle.com/datasets/emmarex/plantdisease" rel="noopener noreferrer"&gt;https://www.kaggle.com/datasets/emmarex/plantdisease&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Google Colab&lt;/strong&gt; (free GPU)&lt;br&gt;
&lt;a href="https://colab.research.google.com/" rel="noopener noreferrer"&gt;https://colab.research.google.com/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🧩 AgriScan Build Task
&lt;/h3&gt;

&lt;p&gt;Build a &lt;strong&gt;CNN model&lt;/strong&gt; to classify crop diseases.&lt;br&gt;
Start simple → build up to an AgriScan-level architecture.&lt;/p&gt;

&lt;p&gt;Reference research:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;High-accuracy AgriScan CNN Model (LDDTA)&lt;/strong&gt;
&lt;a href="https://paperswithcode.com" rel="noopener noreferrer"&gt;https://paperswithcode.com&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;(Don’t stress — we simplify it.)&lt;/p&gt;




&lt;h1&gt;
  
  
  🏗️ &lt;strong&gt;Sprint 4 — Deploy Models as APIs (FastAPI + Containers + Cloud)&lt;/strong&gt;
&lt;/h1&gt;

&lt;p&gt;Real AI engineers &lt;strong&gt;deploy&lt;/strong&gt;, not just train models.&lt;/p&gt;

&lt;h3&gt;
  
  
  📚 Must-Do Resources
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;FastAPI Docs&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://fastapi.tiangolo.com/" rel="noopener noreferrer"&gt;https://fastapi.tiangolo.com/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;CognitiveClass — APIs &amp;amp; Microservices&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://cognitiveclass.ai/courses/api-microservices" rel="noopener noreferrer"&gt;https://cognitiveclass.ai/courses/api-microservices&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Docker Essentials&lt;/strong&gt;&lt;br&gt;
&lt;a href="https://cognitiveclass.ai/courses/docker-essentials" rel="noopener noreferrer"&gt;https://cognitiveclass.ai/courses/docker-essentials&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;AWS Cloud Practitioner (Percipio placeholder)&lt;/strong&gt;&lt;br&gt;
&lt;em&gt;Replace with your org's Percipio link here&lt;/em&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🧩 AgriScan Build Task
&lt;/h3&gt;

&lt;p&gt;Deploy your ML model as a live API:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Create a &lt;code&gt;/predict&lt;/code&gt; endpoint&lt;/li&gt;
&lt;li&gt;Accept image uploads&lt;/li&gt;
&lt;li&gt;Return JSON predictions&lt;/li&gt;
&lt;li&gt;Containerize with Docker&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Deploy to:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;HuggingFace Spaces OR&lt;/li&gt;
&lt;li&gt;AWS Free Tier OR&lt;/li&gt;
&lt;li&gt;Railway.app&lt;/li&gt;
&lt;/ul&gt;


&lt;/li&gt;

&lt;/ul&gt;




&lt;h1&gt;
  
  
  ⚙️ Tools Every AgriScan Engineer Should Touch
&lt;/h1&gt;

&lt;p&gt;These are &lt;em&gt;non-negotiables&lt;/em&gt;:&lt;/p&gt;

&lt;h3&gt;
  
  
  💾 Notebooks
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Google Colab&lt;/li&gt;
&lt;li&gt;Jupyter Notebook&lt;/li&gt;
&lt;li&gt;Kaggle Kernels&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  ⚡ ML / DL Frameworks
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Scikit-Learn&lt;/li&gt;
&lt;li&gt;TensorFlow&lt;/li&gt;
&lt;li&gt;PyTorch&lt;/li&gt;
&lt;li&gt;Fast.ai&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  📊 Big Data &amp;amp; Distributed Processing
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Apache Spark&lt;br&gt;
&lt;a href="https://spark.apache.org/" rel="noopener noreferrer"&gt;https://spark.apache.org/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Databricks Community Edition&lt;br&gt;
&lt;a href="https://community.cloud.databricks.com/" rel="noopener noreferrer"&gt;https://community.cloud.databricks.com/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  ☁️ Cloud + Architecture Skills
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;AWS Free Tier&lt;br&gt;
&lt;a href="https://aws.amazon.com/free/" rel="noopener noreferrer"&gt;https://aws.amazon.com/free/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;“Good Architect” fundamentals&lt;br&gt;
&lt;a href="https://aws.amazon.com/architecture/" rel="noopener noreferrer"&gt;https://aws.amazon.com/architecture/&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;




&lt;h1&gt;
  
  
  🔚 What Skills You’ll Have at the End
&lt;/h1&gt;

&lt;p&gt;Every member of the CDSA AI/ML Squad will be able to:&lt;/p&gt;

&lt;h3&gt;
  
  
  🧪 Technical
&lt;/h3&gt;

&lt;p&gt;✔ Build ML models (Regression, Classification, Clustering)&lt;br&gt;
✔ Build CNNs for image classification&lt;br&gt;
✔ Work with PlantVillage + soil datasets&lt;br&gt;
✔ Use Colab for GPU training&lt;br&gt;
✔ Engineer features from raw agricultural data&lt;br&gt;
✔ Train, validate, and tune DL models&lt;br&gt;
✔ Build and deploy APIs using FastAPI&lt;br&gt;
✔ Containerize apps with Docker&lt;br&gt;
✔ Deploy models to cloud (HF Spaces / AWS / Railway)&lt;br&gt;
✔ Version control using Git/GitHub&lt;br&gt;
✔ Use Apache Spark for big-scale processing&lt;/p&gt;

&lt;h3&gt;
  
  
  🌍 AgriTech Domain
&lt;/h3&gt;

&lt;p&gt;✔ Understand soil science basics&lt;br&gt;
✔ Understand real crop disease patterns&lt;br&gt;
✔ Build recommendation engines&lt;br&gt;
✔ Work with agricultural datasets&lt;br&gt;
✔ Adapt AI solutions for rural environments&lt;/p&gt;

&lt;h3&gt;
  
  
  💼 Career
&lt;/h3&gt;

&lt;p&gt;✔ A real GitHub portfolio&lt;br&gt;
✔ Multiple CognitiveClass badges&lt;br&gt;
✔ Kaggle projects&lt;br&gt;
✔ A deployed API you can demo&lt;br&gt;
✔ Skills aligned with junior AI Engineer / ML Engineer roles&lt;/p&gt;




&lt;h1&gt;
  
  
  🚀 Final Notes
&lt;/h1&gt;

&lt;p&gt;This isn’t a “take a course and chill” track.&lt;br&gt;
This is a &lt;strong&gt;build-in-public&lt;/strong&gt;, fast-learning, problem-solving squad.&lt;/p&gt;

&lt;p&gt;Every sprint ends with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;A &lt;strong&gt;GitHub push&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;A &lt;strong&gt;demo&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;A &lt;strong&gt;micro-deliverable for AgriScan&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you're ready to build something that actually matters to farmers here in SA — jump in.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>machinelearning</category>
      <category>agriculture</category>
      <category>aws</category>
    </item>
    <item>
      <title>ATS CV &amp; Resume Optimization Track</title>
      <dc:creator>Vernard Sharbney</dc:creator>
      <pubDate>Fri, 21 Nov 2025 10:46:22 +0000</pubDate>
      <link>https://forem.com/cdsa/ats-cv-resume-optimization-track-cdsa-open-community-4k7d</link>
      <guid>https://forem.com/cdsa/ats-cv-resume-optimization-track-cdsa-open-community-4k7d</guid>
      <description>&lt;h2&gt;
  
  
  📌 &lt;strong&gt;What This Track Is About&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;This track is built to help you create a &lt;strong&gt;real-world, recruiter-ready, ATS-friendly CV&lt;/strong&gt; that actually passes screening systems and gets interviews.&lt;/p&gt;

&lt;p&gt;Whether you’re applying for tech roles (Dev, Cyber, AI, Data, Cloud) or non-tech roles, this track makes sure your CV is clean, structured, and aligned with international standards.&lt;/p&gt;




&lt;h1&gt;
  
  
  &lt;strong&gt;📄 What You’ll Learn&lt;/strong&gt;
&lt;/h1&gt;

&lt;p&gt;✔ How ATS (Applicant Tracking Systems) filter CVs&lt;br&gt;
✔ Keywords, formatting, and structure that pass automated screening&lt;br&gt;
✔ How to tailor your CV for tech roles&lt;br&gt;
✔ How to quantify your achievements&lt;br&gt;
✔ How to remove “CV killers” that reduce ATS scores&lt;br&gt;
✔ How to test and improve your CV using AI tools&lt;br&gt;
✔ How to prepare your CV for GitHub, LinkedIn, and job boards&lt;/p&gt;




&lt;h1&gt;
  
  
  🛠 &lt;strong&gt;Core Tools &amp;amp; Resources (Free)&lt;/strong&gt;
&lt;/h1&gt;

&lt;h3&gt;
  
  
  &lt;strong&gt;1️⃣ Google Resume Template (Clean + ATS Friendly)&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;Start with a globally recognized CV structure. 🔗Google ATS CV &lt;a href="https://docs.google.com/document/d/1aG61jVS-F4XPR0IDZncvJnYwYshYjE-I6BBAamnBv8M/edit?usp=sharing" rel="noopener noreferrer"&gt;Here&lt;/a&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;2️⃣ Jobscan — Test Your CV Against Real Job Descriptions&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;Upload your CV + job description → Get your ATS score and improvements.&lt;br&gt;
🔗 Jobscan: &lt;a href="https://www.jobscan.co?ref=6717881&amp;amp;utm_source=referral-program&amp;amp;utm_medium=referral&amp;amp;utm_campaign=10-scan-referral-program" rel="noopener noreferrer"&gt;Here&lt;/a&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;3️⃣ IBM ATS &amp;amp; Resume Writing Course (Free Certificate)&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;Short, practical training that teaches CV structure, keywords, and ATS logic.&lt;br&gt;
🔗 IBM Learning Path: &lt;a href="https://students.yourlearning.ibm.com/activity/PLAN-F1D2E4345F7D?channelId=CNL_LCB_1592941458367&amp;amp;channelNavigation=true" rel="noopener noreferrer"&gt;Here&lt;/a&gt;&lt;/p&gt;




&lt;h1&gt;
  
  
  📚 &lt;strong&gt;Track Deliverables&lt;/strong&gt;
&lt;/h1&gt;

&lt;p&gt;By the end of this track, you will have:&lt;/p&gt;

&lt;p&gt;✅ A complete ATS-ready CV&lt;br&gt;
✅ A Jobscan score of &lt;strong&gt;70%+&lt;/strong&gt;&lt;br&gt;
✅ A tailored version of your CV for your preferred job role&lt;br&gt;
✅ A portfolio-ready skills section&lt;br&gt;
✅ A clean, recruiter-friendly format&lt;br&gt;
✅ A free IBM badge (optional but recommended)&lt;/p&gt;




&lt;h1&gt;
  
  
  ✨ &lt;strong&gt;This Track Is For You If…&lt;/strong&gt;
&lt;/h1&gt;

&lt;ul&gt;
&lt;li&gt;You’re job hunting&lt;/li&gt;
&lt;li&gt;You’re applying for internships, grad programs, or gigs&lt;/li&gt;
&lt;li&gt;You’re entering hackathons and need a clean bio&lt;/li&gt;
&lt;li&gt;You want a CV that actually gets read&lt;/li&gt;
&lt;li&gt;You’re switching careers into tech&lt;/li&gt;
&lt;/ul&gt;




&lt;h1&gt;
  
  
  🚀 &lt;strong&gt;How This Track Works&lt;/strong&gt;
&lt;/h1&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Start with the Google Template&lt;/strong&gt; → build your base CV.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Run it through Jobscan&lt;/strong&gt; → fix the issues using the score report.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Take IBM’s ATS course&lt;/strong&gt; → understand the hiring logic.&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Get peer review inside the CDSA WhatsApp Community.&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Submit your final CV for certification in our community portal.&lt;/strong&gt;&lt;/li&gt;
&lt;/ol&gt;




</description>
      <category>resume</category>
      <category>career</category>
      <category>ats</category>
      <category>ai</category>
    </item>
    <item>
      <title>Join the Canva Africa Design Challenge</title>
      <dc:creator>Vernard Sharbney</dc:creator>
      <pubDate>Mon, 17 Nov 2025 21:11:08 +0000</pubDate>
      <link>https://forem.com/cdsa/join-the-canva-africa-design-challenge-3a9c</link>
      <guid>https://forem.com/cdsa/join-the-canva-africa-design-challenge-3a9c</guid>
      <description>&lt;p&gt;Welcome friend - are you ready to design templates that help small businesses, Solopreneurs, and Freelancers level-up and stand out?&lt;/p&gt;

&lt;p&gt;Think WhatsApp product menus, email templates, business cards, brand kits, social video templates and let's not forget those creator rate cards and yes, even that link in bio. Ready to lock in? Use Canva to design those must-have templates for Africa by Africa and submit as many as you like before 15 December 2025.&lt;/p&gt;

&lt;p&gt;Your design could win you a share of US$10,000, 1:1 Mentorship with Canva designers, exclusive Canva Swag and your templates will be published on Canva&lt;br&gt;
Happy designing 💜&lt;/p&gt;

&lt;p&gt;&lt;a href="https://docs.google.com/forms/d/e/1FAIpQLSeJgh9AY10PIkEmBSyxiwiQoemQABn3WYXS3RewnkoFNGz9Og/viewform" rel="noopener noreferrer"&gt;Submit your entry&lt;/a&gt;&lt;br&gt;
(opens in a new tab or window)&lt;br&gt;
&lt;a href="https://www.canva.com/design/DAW3LJ9tAVk/skFHXPWTAOnX_zUFhEfR8Q/view?utm_content=DAW3LJ9tAVk&amp;amp;utm_campaign=designshare&amp;amp;utm_medium=link2&amp;amp;utm_source=uniquelinks&amp;amp;utlId=h33008dcdb2" rel="noopener noreferrer"&gt;Terms and conditions&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>challenge</category>
      <category>design</category>
      <category>webdev</category>
    </item>
    <item>
      <title>Welcome to CDSA Developer Bootcamp – Get Started Today! 🚀</title>
      <dc:creator>Vernard Sharbney</dc:creator>
      <pubDate>Mon, 17 Nov 2025 12:28:44 +0000</pubDate>
      <link>https://forem.com/cdsa/welcome-to-cdsa-developer-bootcamp-get-started-today-fa4</link>
      <guid>https://forem.com/cdsa/welcome-to-cdsa-developer-bootcamp-get-started-today-fa4</guid>
      <description>&lt;p&gt;Welcome &amp;amp; Congratulations! 🎉&lt;br&gt;
You are now part of the CDSA Developer Community on Dev.to! As a member, you have exclusive access to our AI &amp;amp; Web Development Bootcamp, designed to empower you with future-ready skills and industry-recognized certifications.&lt;/p&gt;

&lt;p&gt;Here’s How to Get Started:&lt;/p&gt;

&lt;p&gt;1️⃣ Complete Your Registration&lt;br&gt;
Ensure your Dev.to profile is fully set up and that you can access our organization page: CDSA on Dev.to&lt;/p&gt;

&lt;p&gt;2️⃣ Follow the Bootcamp Learning Paths:&lt;/p&gt;

&lt;p&gt;A) IBM SkillsBuild Certification Paths (Certificates required)&lt;/p&gt;

&lt;p&gt;Web Development: &lt;a href="https://students.yourlearning.ibm.com/activity/PLAN-43A030B97485" rel="noopener noreferrer"&gt;Start Here&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;AI Fundamentals: &lt;a href="https://students.yourlearning.ibm.com/activity/PLAN-CC702B39D429" rel="noopener noreferrer"&gt;Start Here&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;AI Student resource: &lt;a href="https://students.yourlearning.ibm.com/activity/PLAN-43A030B97485" rel="noopener noreferrer"&gt;Start Here&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;B) Percipio ReactJS Bootcamp Study Group&lt;/p&gt;

&lt;p&gt;Join the ReactJS learning path: &lt;a href="https://dew1-share.percipio.com/cd/jlX3aLj8O" rel="noopener noreferrer"&gt;Percipio Platform&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;3️⃣ Track Your Progress &amp;amp; Certificates&lt;/p&gt;

&lt;p&gt;Make sure to complete each module and download your certificates. These are key milestones to demonstrate your skills to future employers and showcase your dedication.&lt;/p&gt;

&lt;p&gt;4️⃣ Join the CDSA Community &amp;amp; Ask Questions&lt;/p&gt;

&lt;p&gt;Share your progress, ask questions, and collaborate with peers within our Dev.to organization. Networking is a crucial part of skill-building.&lt;/p&gt;

&lt;p&gt;5️⃣ Stay Updated&lt;/p&gt;

&lt;p&gt;All bootcamp updates, hackathon announcements, and new learning resources will be shared via email and our Dev.to organization page.&lt;/p&gt;

&lt;p&gt;We’re excited to see the innovative solutions you will build and the skills you will gain. Let’s make this bootcamp a transformative experience!&lt;/p&gt;

&lt;p&gt;If you have any issues accessing resources or registering, reply to this email, and we’ll assist immediately.&lt;/p&gt;

&lt;p&gt;Let’s engage!&lt;br&gt;
📞 &lt;a href="http://wa.me/27673931524" rel="noopener noreferrer"&gt;WhatsApp&lt;/a&gt;&lt;br&gt;
📘 &lt;a href="https://www.facebook.com/share/1N4nQXAEqw/?mibextid=wwXIfr" rel="noopener noreferrer"&gt;Facebook&lt;/a&gt;&lt;br&gt;
🔗 &lt;a href="https://www.linkedin.com/company/cdsa-cross-domain-solution-architect/" rel="noopener noreferrer"&gt;LinkedIn (CDSA)&lt;/a&gt;&lt;br&gt;
🌐 &lt;a href="https://cdsa-ggbjcwfjfdazbcfr.southafricanorth-01.azurewebsites.net/" rel="noopener noreferrer"&gt;www.vcdsa.co.za&lt;/a&gt;&lt;br&gt;
📧 &lt;a href="mailto:info@vcdsa.co.za"&gt;info@vcdsa.co.za&lt;br&gt;
&lt;/a&gt;&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>programming</category>
      <category>react</category>
    </item>
    <item>
      <title>🚀 CDSA 1-Month Web Development Bootcamp: Skills Portfolio Opportunity. — Learn, Build &amp; Win Experience + Moola!</title>
      <dc:creator>Vernard Sharbney</dc:creator>
      <pubDate>Sat, 18 Oct 2025 10:24:20 +0000</pubDate>
      <link>https://forem.com/cdsa/join-the-cdsa-developer-challenge-hub-learn-build-win-experience-40p2</link>
      <guid>https://forem.com/cdsa/join-the-cdsa-developer-challenge-hub-learn-build-win-experience-40p2</guid>
      <description>&lt;p&gt;🔥 UPDATED BOOTCAMP (MISSION-ALIGNED &amp;amp; SOCIAL-MEDIA READY)&lt;/p&gt;

&lt;p&gt;The CDSA 1-Month Web Development Bootcamp isn’t just another coding class — it’s a launchpad for youth innovators.&lt;br&gt;
Powered by CDSA × GEP × UN/ITU AI for Good, this zero-fluff, hands-on experience takes you from beginner to deploy-ready creator while preparing you for real business and community impact.&lt;/p&gt;

&lt;p&gt;Over four intensive weeks, you’ll learn how to code, create, build, deploy, and lead — all while gaining access to certification pathways from Vodafone, IBM, and Microsoft for FREE.&lt;/p&gt;

&lt;p&gt;This is the real deal.&lt;br&gt;
Practical. Team-driven. Impact-focused. Future-building.&lt;/p&gt;

&lt;p&gt;🚀 What You’ll Do&lt;/p&gt;

&lt;p&gt;🔥 Build and deploy your own responsive web apps&lt;br&gt;
🔥 Master React.js fundamentals + modern workflows&lt;br&gt;
🔥 Launch real projects on Vercel, Netlify, GitHub Pages&lt;br&gt;
🔥 Compete in innovation mini-hackathons&lt;br&gt;
🔥 Complete real gig-style builds to grow your portfolio&lt;br&gt;
🔥 Get mentored on digital branding + professional presence&lt;br&gt;
🔥 Begin your journey into entrepreneurship (Phase 2 pipeline)&lt;/p&gt;

&lt;p&gt;🌍 Outcomes (Real. Tangible. Career-making.)&lt;/p&gt;

&lt;p&gt;By the end of the bootcamp, you will walk away with:&lt;/p&gt;

&lt;p&gt;✅ A fully deployed personal portfolio website&lt;br&gt;
✅ Real React.js project experience&lt;br&gt;
✅ Team + GitHub collaboration skills&lt;br&gt;
✅ Hackathon exposure + gig-work readiness&lt;br&gt;
✅ A foundation for AI, startup building, and Phase 2 (NPO + Business Launchpad)&lt;br&gt;
✅ Alignment with UN SDGs &amp;amp; “AI for Good” innovation principles&lt;br&gt;
✅ Direct bridge into the CDSA × GEP entrepreneurship pipeline&lt;/p&gt;

&lt;p&gt;This bootcamp doesn’t end at “learning.”&lt;br&gt;
It ends at opportunity — skills, a portfolio, and a pathway to build real businesses and community solutions.&lt;/p&gt;

&lt;p&gt;📞 Contact Details&lt;/p&gt;

&lt;p&gt;📞 +27 69 142 4153&lt;br&gt;
🌐 &lt;a href="http://www.vcdsa.co.za" rel="noopener noreferrer"&gt;www.vcdsa.co.za&lt;/a&gt;&lt;br&gt;
📧 &lt;a href="mailto:info@vcdsa.co.za"&gt;info@vcdsa.co.za&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>devchallenge</category>
      <category>webdev</category>
      <category>learning</category>
    </item>
  </channel>
</rss>
