misc
Some basics of machine learning:
- The Illustrated GPT-2 (Visualizing Transformer Language Models) [link]
- A tutorial on transformers [link]
- Hierarchical LDA [link]
- Found this very clear youtube tutorial on Dirichlet Process (unfortunately only in Chinese) [link]
- Topic Modeling with LSA, PLSA, LDA & lda2Vec. [link]
- A very good tutorial that goes through the idea behind the generalization bound via VC dimension [link]
- An overview of multi-task learning [link]
Some basics about NLP:
- Unified verb index [link]
- PropBank [link], NomBank [link]
- Google NGram visualization [link]
- ConceptNet [link]
Misc:
- How to start a speech [link]
- Who would you bet on? [link]
- Oh my zsh
- auto-suggestions
- command line fuzzy finder
- vim for python