8 Weeks Program of AI Fundamentals for Algerian Students
# AI-Forge-Course-2025
Welcome to the **AI Forge Program**! This program is designed to guide you through the foundations of Artificial Intelligence, Machine Learning, and Deep Learning over the course of seven weeks. Each week contains a dedicated folder with course materials, as well as corresponding Jupyter Notebooks to solidify your understanding with hands-on exercises.
For further details about the program, check the following presentation
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## Weekly Outline
| Week | Unit Name | Link to Course (GitHub Folder) | Link to Notebook |
|:----:|:---------------------------------------|:------------------------------------------------------------------:|:---------------------------------------------------------------------:|
| 1 | **Array Algebra and NumPy** | Week 1 Folder | Array Algebra |
| 2 | **Probabilistic Thinking** | Week 2 Folder | Part 1 - Part 2 |
| 3 | **Machine Learning** | Week 3 Folder | Intro to ML Own_Framework Intro_ML_Frameworks |
| 4 | **Computer Vision** | Week 4 Folder | CNN PyTorch CNN TF Transfer Learning |
| 5 | **Natural Language Processing** | Week 5 Folder | Text Analytics NLP Classification |
| 6 | **Generative AI** | Week 6 Folder | LLMs Diffusion Models |
| 7 | **Reinforcement Learning** | Week_7_Folder | Handson RL |
| 8 | **Semi-supervised Learning** | Week 8 Folder | Intro Mean Teacher |
| 9 | **Segment Anything Models** | Week 9 Folder | Week 9 Notebook |
| 10 | **Agentic AI** | Week 10 Folder | Week 10 Notebook |
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## How to Use This Repository
1. **Clone or Download** this repository to your local machine.
2. Navigate to the folder for the week you want to work on.
3. Open the corresponding Jupyter Notebook to follow along with the lesson and complete the …