深度学习

• Neural Networks
• Face Recognition
• Deep Learning Problem
• Gradient Descent

自然语言处理 (NLP)

• ELMo
• Transformer
• GPT
• BERT

机器学习

• Linear Regression
• Logistic Regression
• GBM
• SVM
• EM
• GMM
• Metrics
• Feature Engineering
• Feature Importance
• Parameters Tuning
• Model Evaluation
• Model Choose
• Overfit
• Imbalanced Data
• Applications of ML
• Optimization
• PU Learning
• Recommend System

概率论

• 贝叶斯

其他

• Kaggle
• Neo4j
• Social Network Analysis
• Association Analysis