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**Large Language Models Tutorials with Jupyter Notebooks**
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# 🚀 Large Language Models Tutorial Collection
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Welcome to my treasure trove of Jupyter Notebooks! 🚀 These notebooks are the companions to my YouTube tutorials, where I share my passion for all things AI, ML, and data science.
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[![GitHub stars](https://img.shields.io/github/stars/atef-ataya/Large-Language-Models-Tutorial?style=social)](https://github.com/atef-ataya/Large-Language-Models-Tutorial/stargazers)
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[![GitHub forks](https://img.shields.io/github/forks/atef-ataya/Large-Language-Models-Tutorial?style=social)](https://github.com/atef-ataya/Large-Language-Models-Tutorial/network/members)
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[![GitHub license](https://img.shields.io/github/license/atef-ataya/Large-Language-Models-Tutorial)](https://github.com/atef-ataya/Large-Language-Models-Tutorial/blob/main/LICENSE)
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[![Python 3.8+](https://img.shields.io/badge/python-3.8+-blue.svg)](https://www.python.org/downloads/)
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[![Jupyter Notebooks](https://img.shields.io/badge/jupyter-notebooks-orange.svg)](https://jupyter.org/)
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[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial)
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Inside, you'll find:
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- *Well-documented code examples* 💻
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- *Clear explanations* 📖
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- *Hands-on exercises* 💪
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- *Additional resources to deepen your knowledge* 📚
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> **Master LLMs with 30+ hands-on tutorials** - From basic concepts to advanced AI agents, all with practical Jupyter notebooks you can run instantly.
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Whether you're a beginner just starting out or a seasoned pro looking for new ideas, I hope these notebooks inspire you to create amazing things with code. Happy learning!
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## 🎯 What You'll Learn
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**What you'll find:**
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Transform from LLM beginner to expert with **interactive tutorials** covering:
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**Diverse Tutorials:** Covering a range of topics, from core concepts like embeddings and vector stores to advanced applications like conversational question-answering.
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- **🧠 Core Concepts**: Embeddings, Vector Stores, Prompt Engineering
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- **🔗 LangChain Mastery**: Chains, Agents, Memory, and Tools
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- **🤖 AI Applications**: Chatbots, Q&A Systems, Content Generation
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- **🛠️ Advanced Techniques**: RAG, Function Calling, Multi-Agent Systems
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- **🔍 Specialized Use Cases**: Speech Recognition, Image Generation, Research Agents
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**Interactive Notebooks:** Designed for hands-on learning, allowing you to run the code and explore the results within your browser.
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## 🚀 Quick Start
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**Clear Explanations:** Each notebook provides detailed explanations of the code and results, helping you understand the underlying concepts.
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### Option 1: Run in Google Colab (Recommended)
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[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial)
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**Community & Support:** Feel free to raise questions, share feedback, and contribute to the project through the GitHub discussions or issue tracker.
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**No setup required!** Click above to start learning immediately.
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**Getting Started:**
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### Option 2: Local Installation
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```bash
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# Clone the repository
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git clone https://github.com/atef-ataya/Large-Language-Models-Tutorial.git
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cd Large-Language-Models-Tutorial
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**Clone the repository:** Use git clone https://github.com/atef-ataya/Large-Language-Models-Tutorial.git to download the files.
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# Install dependencies
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pip install -r requirements.txt
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**Install requirements:** Open a terminal within the repository and run pip install -r requirements.txt to install necessary libraries.
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# Start Jupyter
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jupyter notebook
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```
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**Launch Jupyter Notebooks:** Run jupyter notebook in the terminal to start the Jupyter server.
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### Option 3: GitHub Codespaces
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[![Open in GitHub Codespaces](https://github.com/codespaces/badge.svg)](https://codespaces.new/atef-ataya/Large-Language-Models-Tutorial)
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**Explore the notebooks:** Navigate to the notebooks directory and open any notebook to begin exploring the tutorials.
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## 📚 Tutorial Catalog
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Notebooks you can try:
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### 🎓 Beginner Tutorials
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| Tutorial | Description | Colab Link |
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|----------|-------------|------------|
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| **LangChain 101** | Master embeddings, vector stores, and retrieval | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/LangChain%20101.ipynb) |
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| **Prompt Engineering** | Learn advanced prompting techniques | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Prompt%20Engineering.ipynb) |
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| **Zero-Shot Sentiment Analysis** | Classify text without training data | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Zero-Shot%20Sentiment%20Analysis.ipynb) |
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**LangChain 101:** Learn fundamental concepts like embeddings, vector stores, and retrieval.
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### 🛠️ Application Development
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| Tutorial | Description | Colab Link |
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|----------|-------------|------------|
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| **Question-Answering System** | Build intelligent Q&A applications | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Question-Answering%20Application.ipynb) |
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| **ChatGPT Clone** | Create your own conversational AI | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/ChatGPT%20Clone.ipynb) |
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| **Wikipedia Chatbot** | OpenAI + Pinecone powered chatbot | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Building%20a%20Wikipedia%20Chatbot%20with%20OpenAI,%20Pinecone,%20and%20LangChain.ipynb) |
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**Summarization with OpenAI:** Explore text summarization using OpenAI models and LangChain pipelines.
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### 🤖 AI Agents & Advanced Techniques
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| Tutorial | Description | Colab Link |
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|----------|-------------|------------|
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| **Tavily AI Research Agent** | Autonomous research and analysis | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Tavily%20AI%20Research%20Agent.ipynb) |
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| **Multi-Agent Systems** | Coordinate multiple AI agents | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Build%20a%20Multi-Tool%20LLM%20agent.ipynb) |
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| **LangGraph Workflows** | Build complex AI workflows | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Reflection%20in%20LangGraph.ipynb) |
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**Conversational Q&A with Pinecone:** Build a conversational question-answering system using Pinecone and LangChain.
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### 🎨 Creative & Specialized Applications
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| Tutorial | Description | Colab Link |
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|----------|-------------|------------|
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| **Recipe & Image Generator** | AI-powered cooking assistant | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Recipe%20%26%20Dish%20Image%20Generator.ipynb) |
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| **Speech Recognition** | Whisper-powered voice interfaces | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Speech%20Recognition%20Using%20Whisper.ipynb) |
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| **YouTube Summarizer** | Extract insights from videos | [![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/atef-ataya/Large-Language-Models-Tutorial/blob/main/Tutorial%20-%20Youtube%20downloader%20and%20summary.ipynb) |
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...and many more!
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## 🎥 Video Tutorials
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**Feel free to:**
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- Join the LLMs community for further discussions and support.
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- Star this repository to stay updated on new content!
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- Fork this repository and contribute your own tutorials.
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- Raise issues or share suggestions.
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- Connect with me on (**Twitter:** https://twitter.com/atef_ataya OR **YouTube:** https://www.youtube.com/@atefataya)
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By diving into these LangChain tutorials, you'll gain practical skills and expand your understanding of this powerful NLP library. Let's explore the exciting world of LangChain together!
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Each notebook corresponds to a detailed video tutorial on my YouTube channel:
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**Additional Information:**
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[![YouTube Channel](https://img.shields.io/badge/YouTube-@atefataya-red?style=for-the-badge&logo=youtube)](https://www.youtube.com/@atefataya)
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**LangChain Documentation:** https://readthedocs.org/projects/langchain/
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**Latest Videos:**
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- 🎬 [Building AI Agents with LangGraph](https://www.youtube.com/@atefataya)
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- 🎬 [Advanced Prompt Engineering Techniques](https://www.youtube.com/@atefataya)
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- 🎬 [Creating Production-Ready LLM Applications](https://www.youtube.com/@atefataya)
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**OpenAI Documentation:** https://platform.openai.com/docs/introduction
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## 🛠️ Prerequisites
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**Jupyter Notebook:** https://jupyter.org/
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- **Python 3.8+**
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- **Basic Python knowledge**
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- **Jupyter Notebook** (or use Colab)
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- **API Keys** for OpenAI, Pinecone, etc. (instructions in each notebook)
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**Project Status:** Actively Maintained
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## 💡 Key Features
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- ✅ **30+ Interactive Notebooks** - Hands-on learning with real code
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- ✅ **Production-Ready Examples** - Not just toy projects
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- ✅ **Clear Documentation** - Every step explained
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- ✅ **Regular Updates** - New tutorials added monthly
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- ✅ **Community Support** - Active discussions and help
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- ✅ **Multiple Deployment Options** - Colab, local, or Codespaces
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## 🚀 Getting Started Guide
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1. **Choose Your Path**: Pick Colab for instant access or local setup for full control
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2. **Start with Basics**: Begin with "LangChain 101" if you're new to LLMs
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3. **Follow Along**: Each notebook includes video explanations
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4. **Experiment**: Modify code and parameters to see what happens
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5. **Build Projects**: Use tutorials as foundation for your own applications
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## 🤝 Contributing
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Love this project? Here's how you can help:
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- ⭐ **Star this repository** if it helps you learn
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- 🍴 **Fork and contribute** your own tutorials
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- 🐛 **Report issues** or suggest improvements
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- 📢 **Share with others** who might find it useful
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### Contributing Guidelines
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- Check out our [Contributing Guide](CONTRIBUTING.md)
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- Look for [good first issues](https://github.com/atef-ataya/Large-Language-Models-Tutorial/issues?q=is%3Aissue+is%3Aopen+label%3A%22good+first+issue%22)
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- Join our [Discussions](https://github.com/atef-ataya/Large-Language-Models-Tutorial/discussions)
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## 📊 Project Stats
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![GitHub Stats](https://github-readme-stats.vercel.app/api/pin/?username=atef-ataya&repo=Large-Language-Models-Tutorial&theme=default)
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## 🌟 Community
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Join our growing community of LLM enthusiasts:
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- 💬 **[GitHub Discussions](https://github.com/atef-ataya/Large-Language-Models-Tutorial/discussions)** - Ask questions and share ideas
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- 🐦 **[Twitter](https://twitter.com/atef_ataya)** - Latest updates and AI insights
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- 🌐 **[Personal Website](https://atefataya.com)** - Blog posts and additional resources
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- 📺 **[YouTube](https://www.youtube.com/@atefataya)** - Video tutorials and explanations
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## 📝 License
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This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.
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## 🙏 Acknowledgments
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- **OpenAI** for GPT models and API
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- **LangChain** for the amazing framework
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- **Jupyter** for the interactive notebook experience
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- **The Community** for feedback and contributions
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## 🔮 Roadmap
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### Coming Soon
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- [ ] Advanced RAG techniques
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- [ ] Multi-modal AI applications
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- [ ] LLM fine-tuning tutorials
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- [ ] Production deployment guides
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- [ ] API integration examples
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### Want to Suggest a Tutorial?
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[Open an issue](https://github.com/atef-ataya/Large-Language-Models-Tutorial/issues/new) with your idea!
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---
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**⭐ Found this helpful? Give it a star and share with fellow developers!**
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*Built with ❤️ by [Atef Ataya](https://atefataya.com) | Follow me on [Twitter](https://twitter.com/atef_ataya) for AI updates*

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