Python ¶
Word Embeddings ¶
- Learning Word Embedding
- Draft texbook chapter by Jurafsky & Martin
- Word2Vec
- The Illustrated Word2vec
- wevi: word embedding visual inspector
- Word2Vec - Skipgram and CBOW
- The secret ingredients of word2vec
- GloVe
- FastText
Dimension Reduction ¶
- The Singular Value Decomposition
- Singular Value Decomposition (SVD) & Principal Component Analysis (PCA)
- SVD
- PCA
Clustering ¶
- K-means
- Spectral Clustering image segmentation tutorial
- Understanding Convolutions on Graphs
- A Gentle Introduction to Graph Neural Networks
Neural Networks ¶
- Neural Networks by 3Blue1Brown
- What happens inside a neural network? by vcubingx
- Visualizing Neural Networks with the Grand Tour
- Draft textbook chapter by Jurafsky & Martin
- A Neural Network Playground
- Object Detection for Dummies Part 2: CNN, DPM and Overfeat
- CNN
Transformers ¶
- The Illustrated Transformer
- GPT in 60 Lines of NumPy
- Draft textbook chapter by Jurafsky & Martin
- BERT
- Generalized Language Models
- The Transformer Family Version 2.0
- Large Transformer Model Inference Optimization
Multimodality and Contrastive Learning ¶
- CLIP: Connecting text and images
- Contrastive Representation Learning
- Generalized Visual Language Models