From b7f551e2acf991ef4993a79f4a65cccbdc6d1a23 Mon Sep 17 00:00:00 2001 From: rz0718 Date: Thu, 6 Feb 2025 15:47:08 +0800 Subject: [PATCH] add reference --- index.md | 30 +++++++++++++++++++++++------- 1 file changed, 23 insertions(+), 7 deletions(-) diff --git a/index.md b/index.md index b6f0cff..9f57a35 100644 --- a/index.md +++ b/index.md @@ -17,15 +17,31 @@ This course provides a comprehensive overview of advanced machine learning techn - Basic knowledge in Python programing - Basic math knowledge -### Reference Books +### References -The following books are helpful, but not required. You will easily get these books from Internet. +To build a strong understanding of NLP and deep learning, I recommend the following books, blogs & papers. -- Deep Learning *Ian Goodfellow and Yoshua Bengio and Aaron Courville* -- Hands-On Large Language Models: Language Understanding and Generation *Jay Alammar and Maarten Grootendorst* -- Foundations of Statistical Natural Language Processing *Christopher D. Manning and Hinrich Schütze* -- Neural Network Methods for Natural Language Processing *Yoav Goldberg* -- Introduction to Computation and Programming Using Python : With Application to Understanding Data *John V. Guttag* +#### Recommended Books + +1. **[Hands-On Large Language Models: Language Understanding and Generation](https://www.oreilly.com/library/view/hands-on-large-language/9781098150952/)** + +2. **[Dive into Deep Learning](https://d2l.ai/index.html/)** + +3. **[Deep Learning](https://www.deeplearningbook.org/)** + +#### Blogs & Videos + +In addition to books, there are excellent blogs that can deepen your understanding: + +- [Hugging Face Blog](https://huggingface.co/blog) – Covers state-of-the-art NLP models and techniques. +- [Sebastian Ruder’s Blog](https://ruder.io/) – Great for recent advancements in NLP. +- [Jay Alammar’s Blog](https://jalammar.github.io/) – Excellent visual explanations of transformers and deep learning concepts. +- [Lilian Weng’s Blog](https://lilianweng.github.io/) – Covers a wide range of topics in AI and LLMs. +- [Andrej Karpathy’s Yotube](https://www.youtube.com/@AndrejKarpathy) – High-quality videos on deep learning and LLMs. + +#### Research Papers + +- [LLM Paper List from Andrej Karpathy](https://www.kaggle.com/discussions/general/461152) If you are not proficient in python, you may find [some tutorials](material/coding.md) helpful.