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