Resources
Math
Linear Algebra and Statistics
Statistical Machine Learning
Linear Regression and Logistic Regression
Online Learning
Support Vector Machine
Principal Component Analysis and Auto-encoders
- Covariance Matrix Definition
- SVD
- PCA derivation
- DeepLearningBook
- VAE
- Auto-encoder using label information
Deep Learning
Encoder Decoder
- Encoder and Decoder with Attention
- Decoding methods
- Transformer - Implementation of paper “Attention is All You Need
NLP Applications
- NLP and argument
- NLP and persuasion
- Seq to Seq and Translation for NLP
- N-gram
- Eigenwords
- Latent Dirtchlet Allocation/Topic Modeling
Other applications
Optimization
Convex optimization
Model Explanations and Interpretable ML
NLP
Tokenizers