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Machine Learning - Coggle Diagram
Machine Learning
deep learning
deep reinforcement
graph neural networks
Supervised Learning
regression
Linear Regression
Polynomial Regression
Predict a continuous valued output
classification
Predict a discrete value output
Unsupervised Learning
clustering algorithm
Reference
gMLP
https://ai-scholar.tech/en/articles/transformer/mlp_transformer
NLP
Word embeddings
pretrained
Word2Vec
Create an embedding vector
Predict centre word from context
CBOW(Continuous Bag of Words)
Conext from the cntre word
skip-gram
Glove
Creates embeddings based on global relationships and uses words as basic units.
FastText
use sub-word information as basic units, e.g. "this' -> "th" and "is"
Challenges
Coverage
Domain-Specific
Evaluation
Dynamic Meta-Enbeddings
Reinforcement learning
recommender systems