机器学习&NLP资料整理

2020-02-20  本文已影响0人  ericlan

一些关于机器学习(神经网络)和NLP的资料的总结和整理。都是个人很喜欢的深入浅出的指导。(持续更新中...)

Open Courses

  1. CS224n: Natural Language Processing with Deep Learning Winter 2020
  2. UC Berkeley CS188 Intro to AI
  3. MITOpenCoursesWare

Machine Learning

  1. UFLDL Tutorial-Welcome to the Deep Learning Tutorial!
  2. c231n-understanding of backpropagation

Nerual Network and Propagation

  1. Understanding Backpropagation Algorithm
  2. How Does Back-Propagation in Artificial Neural Networks Work?

Word2Vec

  1. An implementation guide to Word2Vec using NumPy and Google Sheets
  2. part1: Word2Vec Tutorial - The Skip-Gram Model
    part2: Word2Vec Tutorial Part 2 - Negative Sampling
  3. The backpropagation algorithm for Word2Vec
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