Bangda Sun

Practice makes perfect

Simulation Sampling Algorithms

Summary on sampling algorithms in simulation: Inverse Transformation, Acceptance - Rejection Algorithm, Importance Sampling, MCMC.

Statistics Mathematics Statistics

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Summary on Attention in NLP

Attention Mechanism: a new network structure - no convolution, no recurrent unit.

NLP NLP Deep Learning Attention

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Machine Learning Overview Series (8) - Kmeans

K-means: a simple clustering algorithm based on distance. It is GMM (Gaussia Mixture Model) in probability perspective.

Machine Learning Machine Learning Unsupervised Learning Clustering

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FastText - Learning Sub-word Embeddings

[Paper Reading]: Enriching Word Vectors with Sub-word Information.

NLP NLP Deep Learning Word Embeddings

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GloVe - Word Embeddings Utilizing Global statistics

[Paper Reading]: GloVe: Global Vectors for Word Representation.

NLP NLP Deep Learning Word Embeddings

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The Beauty of Mathematics in Computer Science Notes

Reading notes of “The Beauty of Mathematics in Computer Science” by Dr. Jun Wu. The book is mainly about mathematical applications in real world, including NLP, information theory, information retrieval.

NLP Machine Learning Mathematics NLP

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Stanfold NLP (Coursera) Notes (20) - Text Summarization

Text Summarization Basis.

NLP NLP

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Stanford NLP (Coursera) Notes (19) - Question Answering

Introduction to Question Answering.

NLP NLP

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Stanford NLP (Coursera) Notes (18) - Word Meaning and Similarity

Introduction to Semantics.

NLP NLP

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Stanford NLP (Coursera) Notes (17) - Introduction to Ranked Retrieval

Introduction to Ranked Retrieval.

NLP NLP

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