https://github.com/codebytemirza/tensorflow-pytorch-cheat-sheet

PyTorch vs TensorFlow This repository provides an in-depth comparison between PyTorch and TensorFlow, two of the most popular frameworks in the field of AI and Machine Learning. Whether you're a beginner or an expert, this resource will help you understand the core differences, strengths, and use cases of both frameworks.
https://github.com/codebytemirza/tensorflow-pytorch-cheat-sheet

ai deep-learning pytorch pytorch-tutorial tensorflow tensorflow-tutorials

Last synced: 9 months ago
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PyTorch vs TensorFlow This repository provides an in-depth comparison between PyTorch and TensorFlow, two of the most popular frameworks in the field of AI and Machine Learning. Whether you're a beginner or an expert, this resource will help you understand the core differences, strengths, and use cases of both frameworks.

• Host: GitHub
• URL: https://github.com/codebytemirza/tensorflow-pytorch-cheat-sheet
• Owner: codebytemirza
• Created: 2024-11-26T00:05:06.000Z (about 1 year ago)
• Default Branch: main
• Last Pushed: 2024-11-27T23:41:30.000Z (about 1 year ago)
• Last Synced: 2025-01-26T05:12:25.124Z (11 months ago)
• Topics: ai, deep-learning, pytorch, pytorch-tutorial, tensorflow, tensorflow-tutorials
• Homepage: https://www.linkedin.com/in/muhammad-abdullah-ai-ml-developer/
• Size: 37.1 KB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# AI Frameworks Comparison: PyTorch vs TensorFlow

![Abdullah Mirza AI and Machine Learning Developer](https://media.licdn.com/dms/image/v2/D4D16AQEOrUjAALRlBw/profile-displaybackgroundimage-shrink_350_1400/profile-displaybackgroundimage-shrink_350_1400/0/1728131435697?e=1736985600&v=beta&t=qXMjqAkCNagH3IYRfixQ6znlZAZ4P-qXsV6Bf16Jr28)

Welcome to the **AI Frameworks Comparison** repository! This repository provides a detailed comparison between **PyTorch** and **TensorFlow**, two of the most widely used frameworks in AI and Machine Learning.

## 📚 Framework Cheat Sheets

[![PyTorch Cheat Sheet](https://img.shields.io/badge/PyTorch%20Cheat%20Sheet-blue?style=for-the-badge&logo=pytorch)](PyTorch.md)  

[![TensorFlow Cheat Sheet](https://img.shields.io/badge/TensorFlow%20Cheat%20Sheet-whitesmoke?style=for-the-badge&logo=tensorflow)](TensorFlow.md)

[![Theory Cheat Sheet](https://img.shields.io/badge/Theory%20Cheat%20Sheet-orange?style=for-the-badge&logo=readme)](Deep-learning-theory-cheatSheet.md)

## ⚡ Framework Comparison

| Feature                      | PyTorch                               | TensorFlow                        |

| ---------------------------- | ------------------------------------- | --------------------------------- |

| **Ease of Use**               | Intuitive, Pythonic API               | High-level APIs with Keras        |

| **Computation Graphs**        | Dynamic (define-by-run)               | Static computation graphs         |

| **Preferred In**              | Research and Development             | Industry and Production-ready     |

| **NLP & Generative AI Support** | Strong (Hugging Face, GPT, BERT)      | Supports TensorFlow Hub and BERT  |

| **Deployment**                | PyTorch Serve, TorchScript, ONNX      | TensorFlow Lite, TensorFlow.js, TensorFlow Serving |

| **Performance Optimization**  | PyTorch Lightning, Mixed Precision   | TensorFlow Profiler, Mixed Precision |

| **Best Use Case**             | Flexibility for custom model building | Scalable solutions for production |

| **Ecosystem**                 | PyTorch Lightning, Hugging Face      | TensorFlow Hub, TFX, TensorBoard  |

## 🔍 How to Use

Both **PyTorch** and **TensorFlow** are powerful, but they have their own strengths depending on your project requirements:

- **Choose PyTorch** if you prefer a flexible, dynamic framework for research and experimentation.

- **Choose TensorFlow** if you're focused on production, scalability, or cross-platform deployment.

## 📥 Visit my LinkedIn Posts

### PyTorch LinkedIn Post

[![PyTorch Post](https://img.shields.io/badge/View%20PyTorch%20Post-0077B5?style=for-the-badge&logo=linkedin)](https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:7266963942634110977)

### TensorFlow LinkedIn Post

[![TensorFlow Post](https://img.shields.io/badge/View%20TensorFlow%20Post-0077B5?style=for-the-badge&logo=linkedin)](https://www.linkedin.com/embed/feed/update/urn:li:ugcPost:7266963375186694145)

## 📞 Let's Connect!

Feel free to reach out if you have any questions or need help with AI and Machine Learning projects!

[![Email](https://img.shields.io/badge/Email-abdullahcodewizard%40gmail.com-green?style=for-the-badge)](mailto:abdullahcodewizard@gmail.com)  

[![Phone](https://img.shields.io/badge/Phone-%2B923284119134-blue?style=for-the-badge)](tel:+923284119134)  

[![LinkedIn](https://img.shields.io/badge/LinkedIn-Abdullah%20Mirza-blue?style=for-the-badge&logo=linkedin)](https://www.linkedin.com/in/muhammad-abdullah-ai-ml-developer/)