Personal collection of documentation and reference guides for AI development with python, from PC setup guides, recommended software to install, to anything I've learned about AI training, quantization, etc.
- Initial setup guides:
- Windows setup guide
- Linux / WSL setup guide
- MacOS setup guide
- Git Setup and Customization
- Suggested Tools and Setup
- My preferred command line tools, developing environment managers, documentation tools, accessibility references
- Web Development tools and guides
- About Quantization
- Both a theoretic and practical introduction to quantization, as well as conversion guides for pytorch, onnx, and tensorflow, both for float and quantized models.
- Particularly of interest is practical examples of the three methods of quantization in pytorch, and ways to export pytorch quantized models to onnx and tflite.