https://github.com/python840/machine-learning-from-math-to-models

An in-depth book covering essential topics for AI, ML and DL.
https://github.com/python840/machine-learning-from-math-to-models

ai artificial-intelligence artificial-intelligence-algorithms artificial-neural-networks deep-learning deep-neural-networks machine-learning machine-learning-algorithms matplotlib matplotlib-pyplot matplotlib-python neural-network neural-networks python python3 reinforcement-learning reinforcement-learning-algorithms scikit-learn tensorflow

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An in-depth book covering essential topics for AI, ML and DL.

• Host: GitHub
• URL: https://github.com/python840/machine-learning-from-math-to-models
• Owner: Python840
• Created: 2025-03-04T20:39:19.000Z (10 months ago)
• Default Branch: main
• Last Pushed: 2025-03-09T17:58:33.000Z (9 months ago)
• Last Synced: 2025-03-09T18:24:42.958Z (9 months ago)
• Topics: ai, artificial-intelligence, artificial-intelligence-algorithms, artificial-neural-networks, deep-learning, deep-neural-networks, machine-learning, machine-learning-algorithms, matplotlib, matplotlib-pyplot, matplotlib-python, neural-network, neural-networks, python, python3, reinforcement-learning, reinforcement-learning-algorithms, scikit-learn, tensorflow
• Homepage:
• Size: 6.16 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# 📖 Machine Learning: From Math to Models  

🚀 **An in-depth guide covering the essential topics of AI, Machine Learning (ML), and Deep Learning (DL).**  

Designed for beginners and advanced learners alike, this book bridges the gap between theory, code, and real-world AI applications.  

![Neural Network Visualization](./assets/nn_visualization.gif)  

*(Placeholder for Neural Network Animation GIF – Insert your file here!)*  

---

## 📌 What This Repository Offers  

This GitHub repository serves as a **companion resource** to the book, featuring:  

✔ **📜 Well-structured Code Examples** – Python & C# implementations, directly from the book.  

✔ **📊 Interactive Graphs & Visuals** – Ready-to-use figures, charts, and plots to reinforce key concepts.  

✔ **💡 CodePen & GitHub Integration** – Run ML models directly in your browser, no installation needed!  

✔ **🎮 (Future) Learning Through a Game** – A first-person ML puzzle game in development!  

🔹 **Want to start learning?** Explore the [📂 Code Folder](./code/) and run your first ML models!  

---

## 📚 Table of Contents  

🔹 **1. Foundations of AI & Machine Learning**  

🔹 **2. Essential Math for ML (Linear Algebra, Probability, Statistics)**  

🔹 **3. Supervised Learning: Regression & Classification**  

🔹 **4. Support Vector Machines (SVM) & Decision Trees**  

🔹 **5. Unsupervised Learning & Clustering**  

🔹 **6. Neural Networks & Deep Learning (Coming Soon!)**  

🔹 **7. Hands-on ML Projects & AI Challenges**  

👉 **See the full content breakdown in the book!**  

---

## 💻 How to Use This Repo  

1️⃣ **Clone this repository:**  

```bash

git clone https://github.com/Python840/Machine-Learning-From-Math-to-Models.git