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https://github.com/drhazemali/azure-ai-models

Comprehensive and beginner-friendly course on Azure AI Models!
https://github.com/drhazemali/azure-ai-models

ai azure azure-ai azure-ai-foundry azure-ai-services ml models

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Comprehensive and beginner-friendly course on Azure AI Models!

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README

          

# Azure AI Models: Complete Course 🚀

[![GitHub](https://img.shields.io/badge/GitHub-Repository-blue?style=for-the-badge&logo=github)](https://github.com/DrHazemAli/Azure-AI-Models)
[![License](https://img.shields.io/badge/License-MIT-green.svg?style=for-the-badge)](LICENSE)
[![Azure](https://img.shields.io/badge/Azure-AI%20Services-blue?style=for-the-badge&logo=microsoft-azure)](https://azure.microsoft.com/services/ai/)

Welcome to the most comprehensive and beginner-friendly course on Azure AI Models! This course will take you from complete beginner to building production-ready AI applications using Microsoft's cutting-edge AI services.

![Azure AI Models](https://github.com/DrHazemAli/Azure-AI-Models/blob/main/Images/azure_models.jpg)

This course is designed to be the most comprehensive and beginner-friendly resource for learning Azure AI Models. Whether you're a complete beginner or an experienced developer, you'll find valuable insights and practical skills to build amazing AI applications.

## 🎯 What You'll Learn

By the end of this course, you'll be able to:
- **Understand Azure AI Services** - Master the fundamentals of Microsoft's AI platform
- **Build Text AI Applications** - Create chatbots, translators, and text analyzers
- **Work with Vision AI** - Analyze images, read text, and detect objects
- **Implement Speech AI** - Convert speech to text, text to speech, and more
- **Deploy Real Applications** - Build and deploy production-ready AI apps
- **Optimize for Production** - Learn security, scaling, and cost optimization

## 📚 Course Structure

This course is organized into **6 main sections** with **30 focused lessons**:

### 🚀 [Section 1: Getting Started](./01-Getting-Started/README.md) (5 lessons)
- Understanding Azure AI
- Setting up your Azure account
- Understanding pricing and costs
- Your first AI project
- Troubleshooting common issues

### 📝 [Section 2: Text and Language](./02-Text-and-Language/README.md) (5 lessons)
- Introduction to text AI
- Chat with GPT models
- Translate text across languages
- Analyze text sentiment
- Build a text summarizer

### 👁️ [Section 3: Vision and Images](./03-Vision-and-Images/README.md) (5 lessons)
- Introduction to vision AI
- Analyze images and extract insights
- Read text from images (OCR)
- Detect objects in images
- Train custom vision models

### 🎤 [Section 4: Speech and Audio](./04-Speech-and-Audio/README.md) (5 lessons)
- Introduction to speech AI
- Convert speech to text
- Convert text to speech
- Real-time speech translation
- Voice command applications

### 🏗️ [Section 5: Build Real Apps](./05-Build-Real-Apps/README.md) (5 lessons)
- Planning your AI application
- Smart chatbot with memory
- Intelligent image analyzer
- Voice assistant application
- Combining multiple AI services

### ⚡ [Section 6: Advanced Topics](./06-Advanced-Topics/README.md) (5 lessons)
- Deploying your AI models
- Security best practices
- Scaling your applications
- Monitoring and logging
- Cost optimization strategies

## 🛠️ Technologies You'll Use

- **Azure OpenAI Service** - GPT models for text generation
- **Azure Cognitive Services** - Vision, Speech, Language APIs
- **Azure Computer Vision** - Image analysis and OCR
- **Azure Speech Service** - Speech recognition and synthesis
- **Azure Language Service** - Text analytics and translation
- **Azure Custom Vision** - Custom image classification

## 💻 Programming Languages Covered

Every lesson includes practical code examples in:
- **Python** - Using Azure SDK for Python
- **JavaScript/Node.js** - Using Azure SDK for JavaScript
- **C#** - Using Azure SDK for .NET
- **REST APIs** - Direct API calls for any language

## 📁 Code Samples Structure

```
Code-Samples/
├── Python/ # Python examples with requirements.txt
├── JavaScript/ # Node.js examples with package.json
├── CSharp/ # C# examples
└── REST/ # REST API examples (.http files)
```

## 🎓 Who This Course Is For

- **Beginners** - No prior AI experience required
- **Developers** - Want to add AI capabilities to their applications
- **Students** - Learning modern AI development
- **Professionals** - Looking to upskill in Azure AI
- **Entrepreneurs** - Building AI-powered products

## 🚀 Getting Started

1. **Clone the repository:**
```bash
git clone https://github.com/DrHazemAli/Azure-AI-Models.git
cd Azure-AI-Models
```

2. **Start with Section 1** - Set up your Azure account and understand the basics
3. **Follow the lessons in order** - Each lesson builds on the previous one
4. **Practice with code samples** - Hands-on learning with real examples
5. **Build the final projects** - Apply everything you've learned

## 📖 How to Use This Course

- **Self-paced learning** - Go at your own speed
- **Hands-on practice** - Code along with every lesson
- **Real-world projects** - Build applications you can actually use
- **Multiple languages** - Choose your preferred programming language

## 🔗 Prerequisites

- Basic programming knowledge (any language)
- An Azure account (free tier available)
- Curiosity and enthusiasm for AI! 🤖

## 📝 Course Format

Each lesson includes:
- **Clear explanations** - Easy-to-understand concepts
- **Step-by-step instructions** - No guesswork involved
- **Code examples** - Ready-to-run code in multiple languages
- **Real-world examples** - Practical applications
- **Troubleshooting tips** - Common issues and solutions

## 🤝 Contributing

We welcome contributions! Please feel free to:
- Report bugs or issues
- Suggest improvements
- Add new examples
- Improve documentation

## 📄 License

This project is licensed under the MIT License - see the [LICENSE](LICENSE) file for details.

## 🙏 Acknowledgments

- Microsoft Azure team for their excellent AI services
- The open-source community for inspiration and tools
- All contributors who help make this course better

## 🎉 Ready to Start?

Jump into [Section 1: Getting Started](./01-Getting-Started/README.md) and begin your AI journey!

---

**Happy Learning! 🚀**

*This course is designed to be the most comprehensive and beginner-friendly resource for learning Azure AI Models. Whether you're a complete beginner or an experienced developer, you'll find valuable insights and practical skills to build amazing AI applications.*

## 📞 Support

If you have any questions or need help:
- Open an issue on GitHub
- Check the troubleshooting guides in each section
- Review the Azure documentation for detailed API references

---

Made with ❤️ by [Hazem Ali](https://www.github.com/DrHazemAli)

**Repository:** [Azure AI Models](https://github.com/DrHazemAli/Azure-AI-Models)

**⭐ Star this repository if you find it helpful!**