机器学习顶级会议：NIPS, ICML（ 2月）, UAI（B类）,AISTATS; （期刊：JMLR, ML, Trends in ML, IEEET-NN）
计算机视觉和图像识别：ICCV（3月）, CVPR（11月）, ECCV（ 3月）; （期刊：IEEET-PAMI, IJCV, IEEE T-IP）
人工智能：IJCAI（ 2月）, AAAI（9月); （期刊AI）
另外相关的还有SIGRAPH, KDD, ACL, SIGIR, WWW等。
特别是，如果做机器学习，必须地，把近4年的NIPS,ICML翻几遍；如果做计算机视觉，要把近4年的ICCV, CVPR, NIPS, ICML翻几遍。
CCF 排名
A类会议
● 1
AAAI(9月）
AAAI Conference on Artificial Intelligence
http://dblp.uni-trier.de/db/conf/aaai/
● 2
CVPR（11月）
IEEE Conference on Computer Vision and Pattern Recognition
IEEE
http://dblp.uni-trier.de/db/conf/cvpr/
● 3
ICCV(3月)
International Conference on Computer Vision
IEEE
http://dblp.uni-trier.de/db/conf/iccv/
● 4
ICML(2月）
International Conference on Machine Learning
ACM出版
http://dblp.uni-trier.de/db/conf/icml/
● 5
IJCAI
国际人工智能联合会议（International Joint Conference on Artificial Intelligence, 简称为IJCAI）是人工智能领域中最主要的学术会议之一，原为单数年召开，自2015年起改为每年召开。
International Joint Conference on Artificial Intelligence
Morgan Kaufmann
http://dblp.uni-trier.de/db/conf/ijcai/
● 6
NIPS（12月)
（神经信息处理系统大会(Conference and Workshop on Neural Information Processing Systems)，是一个关于机器学习和计算神经科学的国际会议）
Annual Conference on Neural Information Processing Systems
MIT Press
http://dblp.uni-trier.de/db/conf/nips/
● 7
ACL
Annual Meeting of the Association for Computational Linguistics
ACL
http://dblp.uni-trier.de/db/conf/acl/
B类会议
● 1
COLT
Annual Conference on Computational Learning Theory
Springer 德国Springer-Verlag(斯普林格)出版社是世界上最大的科技出版社之一
http://dblp.uni-trier.de/db/conf/colt/
● 2
EMNLP
Conference on Empirical Methods in Natural Language Processing
ACL
http://dblp.uni-trier.de/db/conf/emnlp/
● 3
ECAI
European Conference on Artificial Intelligence
IOS Press
http://dblp.uni-trier.de/db/conf/ecai/
● 4
ECCV
European Conference on Computer Vision
Springer
http://dblp.uni-trier.de/db/conf/eccv/
● 5
ICRA
IEEE International Conference on Robotics and Automation
IEEE
http://dblp.uni-trier.de/db/conf/icra/
● 6
ICAPS
International Conference on Automated Planning and Scheduling
AAAI
http://dblp.uni-trier.de/db/conf/aips/
● 7
ICCBR
International Conference on Case-Based Reasoning
Springer
http://dblp.uni-trier.de/db/conf/iccbr/
● 8
COLING
International Conference on Computational Linguistics
ACM出版社
http://dblp.uni-trier.de/db/conf/coling/
● 9
KR
International Conference on Principles of Knowledge Representation and Reasoning
Morgan Kaufmann
http://dblp.uni-trier.de/db/conf/kr/
● 10
UAI
International Conference on Uncertaintyin Artificial Intelligence
AUAI
http://dblp.uni-trier.de/db/conf/uai/
● 11
AAMAS
International Joint Conference on Autonomous Agents and Multi-agent Systems
Springer
http://dblp.uni-trier.de/db/conf/atal/index.html
● 12
PPSN
Parallel Problem Solving from Nature
Springer
http://dblp.uni-trier.de/db/conf/ppsn/
A类期刊
● 1
AI
Artificial Intelligence
Elsevier
http://dblp.uni-trier.de/db/journals/ai/
● 2
TPAMI
IEEE Trans on Pattern Analysis and Machine Intelligence
IEEE
http://dblp.uni-trier.de/db/journals/pami/
● 3
IJCV
International Journal of Computer Vision
Springer
http://dblp.uni-trier.de/db/journals/ijcv/
● 4
JMLR
Journal of Machine Learning Research
MIT Press
http://dblp.uni-trier.de/db/journals/jmlr/