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IOAI Hong Kong

為 IOAI 做好準備

NLP Intro

What is Natural Language Processing (NLP) [Video]

NLP Application Examples [Video]

NLP Intro [Documentation]

Text Preprocessing

Text Preprocessing [Video]

Word Embedding [Video]

Word2vec [Documentation]

Model

Transformer

Introduction [Video]

RNN

Introduction [Video]

Model Details Part 1 - Visual Explanation [Video]

Model Details Part 2 - Attention [Video]

Tutorial [Documentation]

Generative Model

Model [GitHub]

Full Course [Additional]

[Video Playlist]

Fundamental of Machine Learning

Bias and variance [Video]

Cross Validation [Video]

Confusion Matrix [Video]

Linear Regression

Least Squares and Linear Regression [Video]

Linear Regression [Video]

Multiple Regression [Video]

Design Matrices For Linear Models [Video]

Gradient Descent

Gradient Descent [Video]

Stochastic Gradient Descent [Video]

Support Vector Machine

Support Vector Machine [Video]

Online Course

Machine Learning [Online Course]

Deep Learning [Online Course]

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