1 期刊

1. Data Mining and Knowledge Discovery (DMKD)
2. IEEE Transactions on Knowledge and Data Engineering (TKDE)
3. Knowledge and Information Systems(KAIS)
4. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
5. Machine Learning
6. Journal of Machine Learning Research (JMLR)
7. ACM Transactions on Knowledge Discovery from Data (TKDD)
8. Journal of Intelligent Information Systems (JlIS)
9. Statistical Analysis and Data Mining
10. Intelligent Data Analysis

2 會議

1. SIAM International Conference on Data Mining(SDM)
2. The ACM SIGKDD Conference on Knowledge Discovery and Data Mining(KDD)
3. IEEE International Conference on Data Mining (ICDM)
4. International Conference on Machine Learning and Applications (ICMLA)
5. The World Congress in Computer Science Computer Engineering andApplied Computing(WORLDCOMP)
6. IADIS European Conference on Data Mining (ECDM)
7. Neural Information Processing Systems (NIPS) Conference
8. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD)
9. Association for the Advancement of Artificial Intelligence (AAA) Conference
10. International Conference on Very Large Data Base (VLDB)
11. IEEE International Conference on Big Data
12. International Conference on Artificial Intelligence and Statistics (AISTATS)

3 論壇/博客

1. KDnuggets Forums
2. Data Mining and Predictive Analytics
   該博客從研究和工業的前景出發，涵蓋數據挖掘和預測分析的相關主題。
3. Al, Data Mining, Machine Learning, and Other things 該博客重點討論機器學習，重點關注人工智能和統計領域。
4. Forrester Big Data Blog 來自公司貢獻者的博客聚合，關注大數據主題。
5. IBM Big Data Hub Blogs 來自IBM 思想領袖的博客。
6. Big on Data Andrew Brust、Tony Baer 和 George Anadiotis 涵蓋了大數據技術，包括 Hadoop、NoSOL、數據倉庫、BI和預測分析。

4 數據集

1. UCI Machine Learning Repository
2. Stanford SNAP Web 數據庫
3. KDD Cup 數據集
4. Google 數據集
5. Kaggle 數據集
6. 天池 數據集

數據集搜索關鍵詞包括分類（classification）、聚類（clustering）、回歸（regression）、Web挖掘（web mining）、文本挖掘（text mining）、時間序列（time series）、關聯規則挖掘的數據（association rule mining）。。