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fs302/Algorithms

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This is a repository for algorithm implementation and testing.

Outline

Algorithm Description Link
EM Expectation-Maximization Algorithm for parameter esimation. Code
MatrixFactorization An implementation of matrix factorization Code
LSH Pretty large scale implementation of Locality-Sensitive-Hash. Doc
Bandit Contextual bandit algorithm comparation including Greedy epsilon, UCB and Thompson sampling. Code
LIME An instance level explainable algorithm framework for machine learning models. Code
MiniRNN Implement of a simple RNN on text generation and used for lyrics generation. Code
VAE VAE(Variational Autoencoder) tutorial. Code
Neural Style Transfer Tutorial: Neual Transfer Using PyTorch. Code
BERT BERT is a pre-train language model Doc

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for algorithm implementation and testing.

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