- 文本处理基础(Basic Text Processing)
- 编辑距离(Edit Distance)
- 语言模型(Language Modeling)
- 朴素贝叶斯和文本分类(Naive Bayes and Text Classification)
- 情感分析(Sentiment Analysis
- 逻辑回归(Logistic Regression)
- 信息检索(Information Retrieval)
- Vector Semantics, Neural Embeddings, Word2Vec
- 关系抽取(Relation Extraction )
- QA
- 聊天机器人(Chat Bots)
- 推荐系统与协同过滤(Recommender systems (Collaborative Filtering))
- Web graphs, Links, and PageRank
- 社交网络(Social Networks)