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    <title>Forem: H4Ck3R</title>
    <description>The latest articles on Forem by H4Ck3R (@h4ck3r).</description>
    <link>https://forem.com/h4ck3r</link>
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      <title>Forem: H4Ck3R</title>
      <link>https://forem.com/h4ck3r</link>
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    <item>
      <title>Fixing the Nokogiri/Gumbo Build Error on Termux (Metasploit 2026)</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Fri, 16 Jan 2026 19:54:28 +0000</pubDate>
      <link>https://forem.com/h4ck3r/fixing-the-nokogirigumbo-build-error-on-termux-metasploit-2026-1e75</link>
      <guid>https://forem.com/h4ck3r/fixing-the-nokogirigumbo-build-error-on-termux-metasploit-2026-1e75</guid>
      <description>&lt;h2&gt;
  
  
  🚀 Fixing the Nokogiri/Gumbo Build Error on Termux (Metasploit 2026)
&lt;/h2&gt;

&lt;p&gt;If you've tried installing Metasploit on Termux recently, you've likely hit the wall with &lt;strong&gt;Ruby 3.4.0&lt;/strong&gt;. The automated build for native extensions like &lt;code&gt;nokogiri&lt;/code&gt; fails because it can't find &lt;code&gt;nokogiri_gumbo.h&lt;/code&gt;.&lt;/p&gt;




&lt;h3&gt;
  
  
  🛠 The Problem
&lt;/h3&gt;

&lt;p&gt;The error &lt;code&gt;fatal error: 'nokogiri_gumbo.h' file not found&lt;/code&gt; occurs because the Termux environment doesn't correctly pass temporary build paths to the compiler during a standard &lt;code&gt;bundle install&lt;/code&gt;.&lt;/p&gt;




&lt;h3&gt;
  
  
  💡 The Professional Solution
&lt;/h3&gt;

&lt;p&gt;My latest project, &lt;strong&gt;Metasploit-Termux v2.5.0&lt;/strong&gt;, automates a manual "Header Injection" technique. It unpacks the gem, injects the missing C-headers into the &lt;code&gt;$PREFIX/include&lt;/code&gt; path, and forces a manual compilation before Bundler even starts.&lt;/p&gt;




&lt;h3&gt;
  
  
  📦 Quick Installation
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pkg update &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; pkg upgrade &lt;span class="nt"&gt;-y&lt;/span&gt;
pkg &lt;span class="nb"&gt;install &lt;/span&gt;git &lt;span class="nt"&gt;-y&lt;/span&gt;
git clone https://github.com/h4ck3r0/Metasploit-termux
&lt;span class="nb"&gt;cd &lt;/span&gt;Metasploit-termux
&lt;span class="nb"&gt;chmod&lt;/span&gt; +x metasploit.sh
./metasploit.sh
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  🔗 Deep Dive &amp;amp; Full Tutorial
&lt;/h3&gt;

&lt;p&gt;I’ve documented the entire architectural fix and the full installation steps over on my website:&lt;br&gt;
👉 &lt;strong&gt;&lt;a href="https://h4ck3r.me/how-to-install-metasploit-in-termux/" rel="noopener noreferrer"&gt;Read the Full Guide on H4Ck3R.me&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Author:&lt;/strong&gt; Raj Aryan (&lt;a href="https://github.com/h4ck3r0" rel="noopener noreferrer"&gt;@h4ck3r0&lt;/a&gt;)&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;YouTube:&lt;/strong&gt; &lt;a href="https://www.google.com/search?q=https://youtube.com/c/H4Ck3R0" rel="noopener noreferrer"&gt;H4Ck3R0 Official&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Project:&lt;/strong&gt; &lt;a href="https://github.com/h4ck3r0/Metasploit-termux" rel="noopener noreferrer"&gt;GitHub Repository&lt;/a&gt;&lt;/p&gt;

</description>
      <category>termux</category>
      <category>programming</category>
      <category>linux</category>
      <category>metasploit</category>
    </item>
    <item>
      <title>Turn Your Android Terminal Into a Pro Hacker Console</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Thu, 15 Jan 2026 00:33:05 +0000</pubDate>
      <link>https://forem.com/h4ck3r/turn-your-android-terminal-into-a-pro-hacker-console-2bp2</link>
      <guid>https://forem.com/h4ck3r/turn-your-android-terminal-into-a-pro-hacker-console-2bp2</guid>
      <description>&lt;h2&gt;
  
  
  Turn Your Android Termux Into a Pro Hacker Console 🚀
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://media2.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%2Feqn08rom3tvssry7ttvl.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.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%2Feqn08rom3tvssry7ttvl.png" alt="Termux-banner" width="800" height="446"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Let’s be honest, the default Bash prompt in Termux is pretty boring. It works, but it doesn’t feel inspiring.&lt;/p&gt;

&lt;p&gt;If you use Termux on your Android device for development, ethical hacking tasks, or just managing servers on the go, why staring at a plain screen?&lt;/p&gt;

&lt;p&gt;I built a tool called &lt;strong&gt;Termux-banner&lt;/strong&gt; to automate the process of turning that dull terminal into something that looks straight out of &lt;em&gt;Mr. Robot&lt;/em&gt; or &lt;em&gt;Watch Dogs&lt;/em&gt;.&lt;/p&gt;

&lt;h3&gt;
  
  
  What it does
&lt;/h3&gt;

&lt;p&gt;It’s not just about ASCII art. This script automates the setup of a powerful Zsh environment.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;⚡️ Instant Zsh Setup:&lt;/strong&gt; Installs Oh My Zsh, auto-suggestions, and syntax highlighting automatically.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;🎨 13+ Themes:&lt;/strong&gt; Choose from styles like Cyber Dashboard (with real-time RAM/Storage stats), DedSec skulls, Glitch protocols, and more.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;👤 Dynamic:&lt;/strong&gt; You enter your name once, and it's embedded into the art.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;🔰 No Root Needed:&lt;/strong&gt; Works on any standard Termux installation.&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Quick Install
&lt;/h3&gt;

&lt;p&gt;If you want to try it out fast, just run these commands in Termux:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pkg &lt;span class="nb"&gt;install &lt;/span&gt;git &lt;span class="nt"&gt;-y&lt;/span&gt;
git clone https://github.com/h4ck3r0/Termux-banner
&lt;span class="nb"&gt;cd &lt;/span&gt;Termux-banner
&lt;span class="nb"&gt;chmod&lt;/span&gt; +x &lt;span class="k"&gt;*&lt;/span&gt;
bash requirements.sh

&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;&lt;em&gt;Run option 1 first for setup, then option 2 to choose your banner.&lt;/em&gt;&lt;/p&gt;

&lt;h3&gt;
  
  
  The Full Walkthrough
&lt;/h3&gt;

&lt;p&gt;While the installation is straightforward, I've written a complete, in-depth guide that explains exactly what the script does, previews all the available designs, and provides troubleshooting tips.&lt;/p&gt;

&lt;p&gt;If you want to see all the styles before installing or need help, check out the full guide on my site:&lt;/p&gt;

&lt;p&gt;👉 &lt;strong&gt;&lt;a href="https://h4ck3r.me/termux-banner-customization-guide/" rel="noopener noreferrer"&gt;Read the Complete Termux Banner Customization Guide&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Enjoy your new terminal aesthetic! Let me know in the comments which style is your favorite.&lt;/p&gt;

</description>
      <category>termux</category>
      <category>linux</category>
      <category>terminal</category>
      <category>programming</category>
    </item>
    <item>
      <title>The Mini Guide to Termux QOL Packages</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Wed, 03 Sep 2025 16:13:13 +0000</pubDate>
      <link>https://forem.com/h4ck3r/the-mini-guide-to-termux-qol-packages-g8b</link>
      <guid>https://forem.com/h4ck3r/the-mini-guide-to-termux-qol-packages-g8b</guid>
      <description>&lt;p&gt;Of course. Here is a miniaturized, scannable version of the QOL package guide, perfect for a forum post, quick reference, or social media share, with your website linked for the full details.&lt;/p&gt;




&lt;h3&gt;
  
  
  &lt;strong&gt;The Mini Guide to Termux QOL Packages&lt;/strong&gt;
&lt;/h3&gt;

&lt;p&gt;Tired of a basic, clunky Termux terminal? Transform it into a powerful, efficient mobile hacking environment with these essential Quality of Life (QOL) packages.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;🏗️ The Absolute Must-Haves:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; &lt;strong&gt;&lt;code&gt;termux-api&lt;/code&gt;&lt;/strong&gt;: Bridge your terminal &amp;amp; phone. Access storage, clipboard, sensors.

&lt;ul&gt;
&lt;li&gt;  &lt;em&gt;Don't forget to install the **Termux:API&lt;/em&gt;* app from F-Droid!*&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;li&gt; &lt;strong&gt;Run &lt;code&gt;termux-setup-storage&lt;/code&gt;&lt;/strong&gt;: Grants easy access to your phone's Downloads, DCIM, etc.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;⚡ The Game Changers:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;  &lt;strong&gt;Zsh + Oh My Zsh&lt;/strong&gt;: A smart shell with auto-suggestions, beautiful themes, and plugins.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;&lt;code&gt;micro&lt;/code&gt;&lt;/strong&gt;: A modern text editor with familiar keybindings (Ctrl+S to save) and full touchscreen support.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;&lt;code&gt;ranger&lt;/code&gt;&lt;/strong&gt;: A visual file manager. Navigate directories faster than with &lt;code&gt;ls&lt;/code&gt; and &lt;code&gt;cd&lt;/code&gt;.&lt;/li&gt;
&lt;li&gt;  &lt;strong&gt;&lt;code&gt;htop&lt;/code&gt;&lt;/strong&gt;: A powerful, interactive system monitor to see what's running on your device.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;🚀 Quick Install Command:&lt;/strong&gt;&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pkg update &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; pkg upgrade &lt;span class="nt"&gt;-y&lt;/span&gt;
pkg &lt;span class="nb"&gt;install&lt;/span&gt; &lt;span class="nt"&gt;-y&lt;/span&gt; git zsh micro termux-api ranger htop
termux-setup-storage
&lt;span class="c"&gt;# Then install Oh My Zsh:&lt;/span&gt;
sh &lt;span class="nt"&gt;-c&lt;/span&gt; &lt;span class="s2"&gt;"&lt;/span&gt;&lt;span class="si"&gt;$(&lt;/span&gt;curl &lt;span class="nt"&gt;-fsSL&lt;/span&gt; https://github.com/robbyrussell/oh-my-zsh/raw/master/tools/install.sh&lt;span class="si"&gt;)&lt;/span&gt;&lt;span class="s2"&gt;"&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This setup will drastically improve your navigation, editing, and overall workflow.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;💻 Want the full, detailed guide?&lt;/strong&gt; Check out the complete walkthrough, pro tips, and customization advice on my website:&lt;br&gt;
&lt;strong&gt;&lt;a href="https://h4ck3r.me/termux-qol-packages-guide/" rel="noopener noreferrer"&gt;The Ultimate Termux QOL Packages Guide → https://h4ck3r.me/termux-qol-packages-guide/&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

</description>
      <category>termux</category>
      <category>programming</category>
      <category>linux</category>
    </item>
    <item>
      <title>How To Run Ollama In Android (Without Root)</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Thu, 24 Jul 2025 15:12:15 +0000</pubDate>
      <link>https://forem.com/h4ck3r/how-to-run-ollama-in-android-without-root-nam</link>
      <guid>https://forem.com/h4ck3r/how-to-run-ollama-in-android-without-root-nam</guid>
      <description>&lt;p&gt;Yes, you can run Ollama directly on your Android device without needing root access, thanks to the Termux environment and its package manager. This turns your smartphone into a portable powerhouse for running local large language models (LLMs). 🚀&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.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%2F71zirg1ary58w6w385qe.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.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%2F71zirg1ary58w6w385qe.png" alt="Run Ollama In Android" width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;a href="https://h4ck3r.me/how-to-run-ollama-on-android-termux/" rel="noopener noreferrer"&gt;Read Full Post&lt;/a&gt;
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Prerequisites
&lt;/h3&gt;

&lt;p&gt;Before you start, you'll need two things:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; A modern &lt;strong&gt;Android device&lt;/strong&gt;. Performance will heavily depend on your phone's RAM and processor. A device with at least 8 GB of RAM is recommended for a smoother experience.&lt;/li&gt;
&lt;li&gt; The &lt;strong&gt;Termux&lt;/strong&gt; application. It's crucial to install it from &lt;strong&gt;F-Droid&lt;/strong&gt;, as the version on the Google Play Store is outdated and no longer maintained.&lt;/li&gt;
&lt;/ol&gt;




&lt;h3&gt;
  
  
  Installation and Setup Guide
&lt;/h3&gt;

&lt;p&gt;Follow these simple steps to get Ollama up and running.&lt;/p&gt;

&lt;h4&gt;
  
  
  1. Install and Update Termux
&lt;/h4&gt;

&lt;p&gt;First, download and install Termux from the F-Droid app store. Once installed, open the app and update its core packages to ensure everything is current.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pkg update &lt;span class="o"&gt;&amp;amp;&amp;amp;&lt;/span&gt; pkg upgrade
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You will be prompted several times during the update; it's generally safe to answer with the default option, which is often 'Y' or 'N'.&lt;/p&gt;

&lt;h4&gt;
  
  
  2. Install Ollama
&lt;/h4&gt;

&lt;p&gt;With Termux up to date, installing Ollama is as simple as running a single command. The Ollama package is now available in the official Termux repositories.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;pkg &lt;span class="nb"&gt;install &lt;/span&gt;ollama
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This command will download and install the Ollama server and command-line interface (CLI) on your device.&lt;/p&gt;

&lt;h4&gt;
  
  
  3. Run the Ollama Server
&lt;/h4&gt;

&lt;p&gt;Ollama operates as a background server that manages the models. You need to start this server before you can run and chat with an LLM. It's best practice to run this in its own dedicated Termux session.&lt;/p&gt;

&lt;p&gt;Open Termux and start the server:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;ollama serve
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;You'll see some log output, indicating the server is running. You need to &lt;strong&gt;keep this session open&lt;/strong&gt;. You can use the &lt;code&gt;termux-wake-lock&lt;/code&gt; command before this to prevent your phone from killing the process when it sleeps.&lt;/p&gt;

&lt;h4&gt;
  
  
  4. Download and Run a Model
&lt;/h4&gt;

&lt;p&gt;Now, open a &lt;strong&gt;new Termux session&lt;/strong&gt; by swiping from the left edge of the screen and tapping "NEW SESSION". In this new terminal, you can interact with the Ollama CLI.&lt;/p&gt;

&lt;p&gt;To download and start chatting with a model (for example, Mistral), use the &lt;code&gt;run&lt;/code&gt; command:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;ollama run mistral
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;The first time you run this command, it will download the specified model, which might take some time and storage space. Subsequent runs will be much faster. Once downloaded, you can start chatting with the model directly in your terminal!&lt;/p&gt;




&lt;h3&gt;
  
  
  Important Tips
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Model Size Matters&lt;/strong&gt;: Mobile devices have limited resources. For better performance, start with smaller models like &lt;strong&gt;Phi-3 Mini&lt;/strong&gt;, &lt;strong&gt;TinyLlama&lt;/strong&gt;, or &lt;strong&gt;Gemma:2b&lt;/strong&gt;. Running larger models like Llama 3 8B might be slow or crash if your phone doesn't have enough RAM.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Storage Space&lt;/strong&gt;: LLMs are large files, often several gigabytes. Ensure you have enough free storage on your device before downloading models.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Keep it Running&lt;/strong&gt;: Android's battery optimization can be aggressive. Use the &lt;code&gt;termux-wake-lock&lt;/code&gt; command in the server session to prevent Termux from being shut down.&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>ai</category>
      <category>terminal</category>
      <category>openai</category>
      <category>android</category>
    </item>
    <item>
      <title>Free Resources for Learning Machine Learning</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Fri, 02 May 2025 17:02:04 +0000</pubDate>
      <link>https://forem.com/h4ck3r/free-resources-for-learning-machine-learning-3f5k</link>
      <guid>https://forem.com/h4ck3r/free-resources-for-learning-machine-learning-3f5k</guid>
      <description>&lt;h2&gt;
  
  
  🎓 Free Resources for Learning Machine Learning 🚀
&lt;/h2&gt;

&lt;p&gt;&lt;em&gt;Your one-stop guide to mastering ML without spending a rupee&lt;/em&gt;&lt;br&gt;
&lt;a href="https://github.com/h4ck3r0/Free_Resources_For_MachineLearning" rel="noopener noreferrer"&gt;GitHub Repo →&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  📚 Why This Repository?
&lt;/h2&gt;

&lt;p&gt;Machine Learning is one of the most in-demand skills today — but quality learning resources are often hidden behind paywalls. That's why I created this repository: to provide a &lt;strong&gt;hand-picked, organized list of FREE ML resources&lt;/strong&gt; for learners at all levels. 💡&lt;/p&gt;

&lt;p&gt;Whether you're a beginner or an intermediate learner, this repo has something valuable for you.&lt;/p&gt;




&lt;h2&gt;
  
  
  🧠 What’s Inside?
&lt;/h2&gt;

&lt;p&gt;Here’s a sneak peek at what you’ll find:&lt;/p&gt;

&lt;h3&gt;
  
  
  🛤️ Learning Roadmaps
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Beginner to Advanced ML path&lt;/li&gt;
&lt;li&gt;Special sections for Deep Learning and NLP&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🎥 Video Tutorials &amp;amp; YouTube Playlists
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Best YouTube channels for ML&lt;/li&gt;
&lt;li&gt;Full course series with hands-on coding&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  📖 eBooks and PDFs
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Free books from top universities &amp;amp; researchers&lt;/li&gt;
&lt;li&gt;Guides on theory and practical implementation&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  🎮 Practice &amp;amp; Projects
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Kaggle competitions&lt;/li&gt;
&lt;li&gt;GitHub project links to explore and clone&lt;/li&gt;
&lt;li&gt;End-to-end ML project ideas&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  💼 Interview Prep
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Most commonly asked ML interview questions&lt;/li&gt;
&lt;li&gt;ML cheat sheets and algorithm summaries&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  🔧 How to Use This Repo
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Clone or Star&lt;/strong&gt; the repo:
&lt;/li&gt;
&lt;/ol&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/h4ck3r0/Free_Resources_For_MachineLearning
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;ol&gt;
&lt;li&gt;Explore the markdown files categorized by topic&lt;/li&gt;
&lt;li&gt;Pick a resource and start learning for free!&lt;/li&gt;
&lt;/ol&gt;




&lt;h2&gt;
  
  
  🌟 Why You Should Check It Out
&lt;/h2&gt;

&lt;p&gt;✅ No sign-ups, no paywalls&lt;br&gt;
✅ Content curated by a fellow learner&lt;br&gt;
✅ Constantly updated — contributions welcome!&lt;/p&gt;




&lt;h2&gt;
  
  
  🤝 Contribute!
&lt;/h2&gt;

&lt;p&gt;Have a free resource worth sharing? Open a pull request or raise an issue.&lt;br&gt;
Together, we can make this the largest open-source hub for ML learning. 💪&lt;/p&gt;

&lt;p&gt;🔗 &lt;a href="https://github.com/h4ck3r0/Free_Resources_For_MachineLearning" rel="noopener noreferrer"&gt;Visit the Repo&lt;/a&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  🚀 Let’s Learn Together
&lt;/h2&gt;

&lt;p&gt;This repo is more than a collection — it’s a movement. A step toward making quality ML education truly accessible to all. 🌍&lt;/p&gt;

&lt;p&gt;If you find it helpful, please consider giving it a ⭐ and sharing it with others!&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Let me know if you'd like a carousel version or Instagram reel content based on this post.&lt;/em&gt;&lt;br&gt;
#MachineLearning #MLResources #LearnForFree #DataScience #AI #OpenSource #DEVCommunity #100DaysOfML&lt;/p&gt;

</description>
      <category>machinelearning</category>
      <category>python</category>
      <category>programming</category>
    </item>
    <item>
      <title>Predicting Crop Yield using Machine Learning</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Fri, 02 May 2025 16:58:42 +0000</pubDate>
      <link>https://forem.com/h4ck3r/predicting-crop-yield-using-machine-learning-3b79</link>
      <guid>https://forem.com/h4ck3r/predicting-crop-yield-using-machine-learning-3b79</guid>
      <description>&lt;p&gt;Sure! Here's a &lt;strong&gt;DEV.to&lt;/strong&gt; style blog post for your project &lt;a href="https://github.com/h4ck3r0/crop-yielding-prediction" rel="noopener noreferrer"&gt;Crop Yield Prediction&lt;/a&gt;:&lt;/p&gt;




&lt;h1&gt;
  
  
  🚜 Predicting Crop Yield using Machine Learning 🌾
&lt;/h1&gt;

&lt;p&gt;&lt;em&gt;An ML project to empower smarter agriculture decisions&lt;/em&gt;&lt;br&gt;
&lt;a href="https://github.com/h4ck3r0/crop-yielding-prediction" rel="noopener noreferrer"&gt;GitHub Repo →&lt;/a&gt;&lt;/p&gt;


&lt;h2&gt;
  
  
  📌 Introduction
&lt;/h2&gt;

&lt;p&gt;Agriculture remains the backbone of the Indian economy, yet farmers still face unpredictable yields due to varying environmental and input conditions. To tackle this issue, I built a machine learning model that &lt;strong&gt;predicts crop yield&lt;/strong&gt; based on historical and input-based features.&lt;/p&gt;

&lt;p&gt;This project is simple, beginner-friendly, and practical.&lt;/p&gt;


&lt;h2&gt;
  
  
  🧠 Problem Statement
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;"How can we accurately predict crop yield based on inputs like rainfall, fertilizer, and pesticide use?"&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Farmers often rely on experience or guesswork. This model helps bring &lt;strong&gt;data-driven decision-making&lt;/strong&gt; to the field.&lt;/p&gt;


&lt;h2&gt;
  
  
  📊 Dataset Overview
&lt;/h2&gt;

&lt;p&gt;The dataset includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Area&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Production&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Crop Year&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Rainfall&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Fertilizer&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Pesticide&lt;/strong&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;📌 Categorical features are label-encoded for model compatibility.&lt;/p&gt;


&lt;h2&gt;
  
  
  🛠️ Tech Stack
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Python 🐍&lt;/li&gt;
&lt;li&gt;Pandas &amp;amp; NumPy&lt;/li&gt;
&lt;li&gt;Scikit-learn&lt;/li&gt;
&lt;li&gt;Matplotlib (optional for plots)&lt;/li&gt;
&lt;/ul&gt;


&lt;h2&gt;
  
  
  🧪 Models Used
&lt;/h2&gt;

&lt;p&gt;I trained and evaluated three regression models:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;strong&gt;Linear Regression&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Random Forest Regressor&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Gradient Boosting Regressor&lt;/strong&gt; ✅ &lt;em&gt;Best performer&lt;/em&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;h3&gt;
  
  
  Evaluation Metrics:
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;R² Score&lt;/li&gt;
&lt;li&gt;Adjusted R²&lt;/li&gt;
&lt;li&gt;RMSE&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Gradient Boosting gave the highest R² score on the test set and was chosen as the final model.&lt;/p&gt;


&lt;h2&gt;
  
  
  🖥️ Interactive Prediction Interface
&lt;/h2&gt;

&lt;p&gt;The script allows users to input values for the features and get instant yield predictions.&lt;br&gt;
✅ Handles feature consistency&lt;br&gt;
✅ Uses the trained model and encoders&lt;/p&gt;


&lt;h2&gt;
  
  
  🚀 Try it Out!
&lt;/h2&gt;

&lt;p&gt;Clone the repo and run the script locally:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight shell"&gt;&lt;code&gt;git clone https://github.com/h4ck3r0/crop-yielding-prediction
&lt;span class="nb"&gt;cd &lt;/span&gt;crop-yielding-prediction
python main.py
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  🌱 Future Improvements
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Add UI with Streamlit or Flask&lt;/li&gt;
&lt;li&gt;Integrate with real-time weather APIs&lt;/li&gt;
&lt;li&gt;Visual analytics for predictions&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  ⭐ Final Thoughts
&lt;/h2&gt;

&lt;p&gt;This is a practical application of ML in solving a &lt;strong&gt;real-world agricultural problem&lt;/strong&gt;.&lt;br&gt;
Feel free to fork, contribute, or reach out for collaboration!&lt;/p&gt;

&lt;p&gt;🔗 GitHub: &lt;a href="https://github.com/h4ck3r0/crop-yielding-prediction" rel="noopener noreferrer"&gt;h4ck3r0/crop-yielding-prediction&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Let me know what you think! Would love to hear feedback or ideas for improvements.&lt;/em&gt;&lt;br&gt;
#MachineLearning #Python #DataScience #AI #Agriculture #OpenSource #DEVCommunity&lt;/p&gt;




&lt;p&gt;Would you like a similar one for your free ML resources repo?&lt;/p&gt;

</description>
      <category>datascience</category>
      <category>machinelearning</category>
      <category>python</category>
      <category>programming</category>
    </item>
    <item>
      <title>How To Install Lemon Rat In Termux 2024</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Tue, 02 Jan 2024 09:23:23 +0000</pubDate>
      <link>https://forem.com/h4ck3r/how-to-install-lemon-rat-in-termux-2024-4pb1</link>
      <guid>https://forem.com/h4ck3r/how-to-install-lemon-rat-in-termux-2024-4pb1</guid>
      <description>&lt;h2&gt;
  
  
  Lemon Rat
&lt;/h2&gt;

&lt;h2&gt;
  
  
  TERMUX
&lt;/h2&gt;

&lt;p&gt;Termux is an Android terminal emulator which is based on linux environment.&lt;/p&gt;

&lt;p&gt;You can perform many attacks ( ex - openport attack , ddos , mitmf , sql injection , etc )&lt;/p&gt;

&lt;p&gt;Termux support both rooted and unrooted devices&lt;/p&gt;

&lt;p&gt;You can termux as a root to perform extra attacks which requires root access .&lt;/p&gt;

&lt;h2&gt;
  
  
  Usage
&lt;/h2&gt;

&lt;p&gt;Open the app , you will see graphical interface &lt;/p&gt;

&lt;p&gt;Click on install packages , it will download some basic packages ( make sure you are connected with internet )&lt;/p&gt;

&lt;p&gt;Now you can use termux&lt;/p&gt;

&lt;p&gt;Before using it ( make sure you are connected with internet )&lt;/p&gt;

&lt;p&gt;If u like my work , just tap on this and buy me a coffee&lt;br&gt;
Buy Me A Coffee&lt;/p&gt;

&lt;h2&gt;
  
  
  what can you do with termux ?
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;we can perform different attacks &lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Pentesting&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Vulnerability Scanning&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Ethical Hacking&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;We can do most of things using termux &lt;/p&gt;

&lt;h2&gt;
  
  
  Necessary Post
&lt;/h2&gt;

&lt;p&gt;Lemon : &lt;a href="https://www.h4ck3r.me/how-to-install-lemon-in-termux-2024/" rel="noopener noreferrer"&gt;Install&lt;/a&gt;&lt;br&gt;
Apkmod : &lt;a href="https://www.h4ck3r.me/how-to-install-apkmod-in-termux/" rel="noopener noreferrer"&gt;Install&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Steps
&lt;/h2&gt;

&lt;p&gt;Update and Upgrade all packages first to avoid unneccesary errors&lt;/p&gt;

&lt;p&gt;&lt;code&gt;apt update &amp;amp;&amp;amp; apt upgrade -y&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Install some important packages&lt;/p&gt;

&lt;p&gt;&lt;code&gt;pkg install git&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Clone my tool&lt;/p&gt;

&lt;p&gt;&lt;code&gt;git clone https://github.com/h4ck3r0/Lemon-termux&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Go to tool directory&lt;/p&gt;

&lt;p&gt;&lt;code&gt;cd Lemon-termux&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Run the tool&lt;/p&gt;

&lt;p&gt;&lt;code&gt;bash lemon.sh -i&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;Now You Have Installed Successfully&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;a href="https://www.h4ck3r.me/how-to-install-lemon-in-termux-2024/" rel="noopener noreferrer"&gt;Read More&lt;/a&gt;
&lt;/h2&gt;

&lt;h2&gt;
  
  
  Fix Module Error
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;cd $PREFIX/share/lemon/ &amp;amp;&amp;amp; apt install yarn &amp;amp;&amp;amp; yarn add expressjs&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;&lt;iframe width="710" height="399" src="https://www.youtube.com/embed/72IN-wRnmLo"&gt;
&lt;/iframe&gt;
.&lt;/p&gt;

&lt;p&gt;A cloud based remote android managment suite, powered by NodeJS&lt;/p&gt;

&lt;h2&gt;
  
  
  Features
&lt;/h2&gt;

&lt;p&gt;GPS Logging&lt;br&gt;
Microphone Recording&lt;br&gt;
View Contacts&lt;br&gt;
SMS Logs&lt;br&gt;
Send SMS&lt;br&gt;
Call Logs&lt;br&gt;
View Installed Apps&lt;br&gt;
View Stub Permissions&lt;br&gt;
Live Clipboard Logging&lt;br&gt;
Live Notification Logging&lt;br&gt;
View WiFi Networks (logs previously seen)&lt;br&gt;
File Explorer &amp;amp; Downloader&lt;br&gt;
Command Queuing&lt;br&gt;
Built In APK Builder&lt;/p&gt;

&lt;p&gt;Type lemon to run&lt;/p&gt;

</description>
      <category>termux</category>
      <category>lemonrat</category>
      <category>linux</category>
      <category>rat</category>
    </item>
    <item>
      <title>How to install Metasploit in termux 2026</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Sat, 26 Mar 2022 07:27:08 +0000</pubDate>
      <link>https://forem.com/h4ck3r/how-to-install-metasploit-in-termux-no-error-2022-3id5</link>
      <guid>https://forem.com/h4ck3r/how-to-install-metasploit-in-termux-no-error-2022-3id5</guid>
      <description>&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Metasploit is mostly used exploitation framework . Metasploit Framework is set of open source tools that is used for network enummeration , vulnerability scanning , payload making , exploit etc. &lt;/p&gt;

&lt;h2&gt;
  
  
  Main Components
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;1. Auxiliary&lt;/strong&gt; &lt;/p&gt;

&lt;p&gt;It is a supporting module , such as scanner , fuzzers , crawlers etc found here.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;2. Encoders&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;It is used to encode the exploit and payload to bypass signature based antivirus&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;3. Payloads&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Payloads is just a code which is run in target system &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;4. Exploits&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;It provides access to the target system .&lt;/p&gt;

&lt;h2&gt;
  
  
  Follow Steps From Here
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://www.h4ck3r.me/how-to-install-metasploit-in-termux/" rel="noopener noreferrer"&gt;https://www.h4ck3r.me/how-to-install-metasploit-in-termux/&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  In this tool you will get many features
&lt;/h2&gt;

&lt;p&gt;&lt;code&gt;Metasploit Installation&lt;/code&gt;&lt;br&gt;
&lt;code&gt;Repair&lt;/code&gt; &lt;br&gt;
&lt;code&gt;Backup&lt;/code&gt;&lt;br&gt;
&lt;code&gt;Restore&lt;/code&gt;&lt;/p&gt;

&lt;p&gt;It support android version 4.4 to latest &lt;/p&gt;

&lt;p&gt;&lt;iframe width="710" height="399" src="https://www.youtube.com/embed/en2O12q0zDw"&gt;
&lt;/iframe&gt;
&lt;/p&gt;

</description>
      <category>metasploit</category>
      <category>termux</category>
      <category>msfconsole</category>
      <category>linux</category>
    </item>
    <item>
      <title>[ Theme ] How to customise Termux terminal</title>
      <dc:creator>H4Ck3R</dc:creator>
      <pubDate>Sat, 29 Jan 2022 17:49:47 +0000</pubDate>
      <link>https://forem.com/h4ck3r/-theme-how-to-customise-termux-terminal-4aa9</link>
      <guid>https://forem.com/h4ck3r/-theme-how-to-customise-termux-terminal-4aa9</guid>
      <description>&lt;p&gt;&lt;strong&gt;What is Termux ?&lt;/strong&gt; &lt;/p&gt;

&lt;p&gt;Termux is an Android terminal emulator which is based on linux environment.&lt;br&gt;
You can perform many attacks ( ex - openport attack , ddos , mitmf , sql injection , etc )&lt;/p&gt;

&lt;p&gt;Termux support both rooted and unrooted devices&lt;br&gt;
You can termux as a root to perform extra attacks which requires root access .&lt;/p&gt;

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

&lt;p&gt;Open the app , you will see graphical interface &lt;br&gt;
Click on install packages , it will download some basic packages ( make sure you are connected with internet )&lt;br&gt;
Now you can use termux&lt;br&gt;
Before using it ( make sure you are connected with internet )&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;what can you do with termux  ?&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;we can perform different attacks &lt;/li&gt;
&lt;li&gt;Pentesting&lt;/li&gt;
&lt;li&gt;Vulnerability Scanning&lt;/li&gt;
&lt;li&gt;Ethical Hacking&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;We can do most of things using termux &lt;/p&gt;

&lt;p&gt;How to install Termux &lt;br&gt;
we can normally install termux using F-Droid&lt;/p&gt;

&lt;p&gt;After installing we have to run some command&lt;/p&gt;

&lt;p&gt;apt update &amp;amp;&amp;amp; apt upgrade -y&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Termux-os:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;[+] Based on Zsh Shell !&lt;/p&gt;

&lt;p&gt;[+] Pure Termux Look !&lt;/p&gt;

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

&lt;ul&gt;
&lt;li&gt;Added Termux Extra Keys&lt;/li&gt;
&lt;li&gt;Added Banner&lt;/li&gt;
&lt;li&gt;Added Own made Advance zsh theme&lt;/li&gt;
&lt;li&gt;Added Highlight / Autosuggestion&lt;/li&gt;
&lt;/ul&gt;

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

&lt;p&gt;git clone &lt;a href="https://github.com/h4ck3r0/Termux-os" rel="noopener noreferrer"&gt;https://github.com/h4ck3r0/Termux-os&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;cd Termux-os&lt;/p&gt;

&lt;p&gt;bash os.sh&lt;/p&gt;

&lt;p&gt;&lt;iframe width="710" height="399" src="https://www.youtube.com/embed/VSG2glraCws"&gt;
&lt;/iframe&gt;
.&lt;/p&gt;

</description>
      <category>termux</category>
      <category>linux</category>
      <category>termuxtheme</category>
      <category>hacking</category>
    </item>
  </channel>
</rss>
