Hello Deep Learning - Bert Hubert's writings
a day ago
- The tutorial provides a GPU-free, from-scratch introduction to modern machine learning.
- It aims to explain concepts deeply without relying on high-level frameworks like PyTorch.
- The tutorial avoids pure mathematical approaches that may only suit seasoned mathematicians.
- The goal is to develop functional neural networks from scratch that yield impressive results on real-life data.
- The tutorial includes code and Markdown files hosted on GitHub for collaborative improvements.
- It covers 12 chapters, starting from linear combinations to advanced topics like attention and transformers, including practical applications like handwritten digit recognition and language processing.