Bangda Sun

Practice makes perfect

Time Series Precision Recall

[Paper reading] Precision and Recall for Time Series.

Anomaly Detection Model Evaluation Time Series Metrics Anomaly Detection

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Efficient Way to Train Word Embeddings

[Paper reading] Distributed Representations of Words and Phrases and their Compositionality.

NLP NLP Deep Learning Word Embeddings

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Models to Learn Word Representation

[Paper reading] Efficient Estimation of Word Representations in Vector Space.

NLP NLP Deep Learning Word Embeddings

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Neural Network on Language Model

[Paper reading] A Neural Probabilistic Language Model.

NLP NLP Language Model Deep Learning

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NBSVM - A Strong Classification Baseline

[Paper reading] Baseline and Bigrams: Simple, Good Sentiment and Topic Classification.

Machine Learning Machine Learning SVM NLP Naive Bayes

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Bash and Git Quick Reference

Bash and Git Cheatsheet.

Software Development Software Development

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Time Series Models Overview (2) - State Space Model and Kalman Filter

State Space Models and Kalman Filter.

Statistics Time Series

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Deep Learning Basis & Cheatsheet

Deep Learning Basic Cheatsheet: Basis (Node, Layer, Activation Function), Feed Forward, Back Propagation, Optimization (Stochastic Gradient Descent), Regulartion (Dropout), Batch Normalization, Gradient Vanishing and Exploding.

Deep Learning Deep Learning

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Time Series Models Overview (1) - ARIMA

ARIMA Family.

Statistics Time Series

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Stanford NLP (coursera) Notes (10) - Relation Extraction

Relation Extraction.

NLP NLP

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