Welcome to Yayun Liu's Blog!

• NLP: Naive Bayes Classification

  2024-10-23

  NLP  deep-learning

  NLP
  This post explains Navie Bayes and how to use it for training a model for sentiment analysis on tweets.
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• NLP: Logistic Regression, Cost Function, and Gradient Descent

  2024-10-21

  NLP  deep-learning

  NLP
  This post covers the topics about logistic regression (LR) and the cost function and gradient descent used in LR. At the end, it gives a code example using LR for sentiment analysis on tweets.
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• NLP Vocabulary and Feature Extraction

  2024-10-18

  NLP  deep-learning

  NLP
  This post discusses about building vocabulary and feature extraction for NLP.
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• Transformer

  2024-08-15

  seq2seq  deep-learning

  transformer
  This post discusses the transformer.
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• Self-attention

  2024-08-13

  NLP  deep-learning

  self-attention
  This post discusses the self-attention algorithm.
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• Natural Language Processing 0.2.0: Back Propagation Through Time (BPTT)

  2024-08-06

  NLP  deep-learning

  BPTT
  This post discusses the back propagation through time (BPTT).
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• Natural Language Processing 0.1.0: Recurrent Neural Networks (RNN)

  2024-08-01

  NLP  deep-learning

  RNN
  This post discusses the recurrent neural networks.
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• Natural Language Processing 0.0.2: Word Embeddings

  2024-08-01

  NLP  deep-learning

  word-embeddings
  This post discusses word embeddings and the methods of using word embeddings.
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• Natural Language Processing 0.0.1: Tokenization

  2024-07-26

  NLP  deep-learning

  NLP  tokenization
  This post covers tokenization and building a vector representation of a statement.
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• Deep Learning 4.0.3: Case studies in CNN

  2024-06-29

  machine-learning  deep-learning

  CNN
  This post shows some case studies in CNN such as LeNet-5, AlexNet, VGG, ResNet, and GoogleNet.
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