Machine Learning

Reading Materials

Books

• Pattern Recognition and Machine Learning
• Elements of Statistical Learning
• Tom M Michelle. Machine Learning
• The Elements of Statistical Learning: Data Mining, Inference, and Prediction
• 机器学习-周志华
• 统计学习方法-李航

Conferences

• ICML (International Conference on Machine Learning)
• NIPS (Neural Information Processing Systems)
• COLT (Conference on Learning Theory)
• IJCAI (International Joint Conference on Artificial Intelligence)
• AAAI (Association for the Advancement of Artificial Intelligence)
• KDD (Knowledge Discovery and Data Mining)
• ICDM (IEEE International Conference on Data Mining)
• CVPR (Computer Vision and Pattern Recognition)

Journals

• JMLR (Journal of Machine Learning Research)
• JAIR (Journal of Artificial Intelligence Research)
• TKDD (ACM Transactions on Knowledge Discovery from Data)
• DMKD (Data Mining and Knowledge Discovery)
• PAMI (IEEE Transactions on Pattern Analysis and Machine Intelligence)
• TNNLS (IEEE Transactions on Neural Networks and Learning Systems)