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All Projects → buomsoo-kim → Sentiment-Analysis-with-Python

buomsoo-kim / Sentiment-Analysis-with-Python

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Lectures in Urban Data Science Lab, Seoul

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Sentiment-Analysis-with-Python

  • All the materials are provided in Korean

Webpage for the lecture

http://bdi.snu.ac.kr/udsl/

Lecture dates

  • July 26 & 28, 2017
  • September 11 & 12, 2017

Contents

Session 0 - Installation

  • Install TensorFlow
  • Install Keras
  • Install Gensim

Session 1 - Web Crawling

  • Basic HTML
  • Daum dictionary website
  • IMDb website

Session 2 - Text Preprocessing

  • Tokenization
  • POS tagging
  • Lemmatization
  • Stopwords removal

Session 3 - Text Exploration & Visualization

  • Word frequency
  • Text exploration
  • Co-occurence graphs

Session 4 - Text Analysis

  • What is sentiment analysis?
  • IMDb large movie review dataset
  • Sentiment analysis with SentiWordNet
  • Sentiment analysis with Naive Bayes classifier
  • Sentiment analysis with doc2vec
  • Sentiment analysis with LSTM

etc

  • Recent developments in Deep Learning
  • Tensorflow Primer
  • Keras Primer
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