從事AI工作，有兩條路可走，一是學術路線，AI理論方法創新，二是工程路線，AI工具系統實現。學術路線有兩個目標，一是在頂尖會議期刊上發表論文，二是在頂尖競賽中拿大獎。工程路線的目標，是實現AI與業務融合，極大地提升業務價值。
本文梳理了一些國際頂尖的AI會議期刊，其代表了AI主流，你可以閱讀這些會議期刊論文，瞭解AI演進史，熟悉前沿AI技術，無論是學術路線，還是工程路線，都是很有幫助。
選出你認為最頂尖的那個！
1 General Artificial Intelligence
1.1 IJCAI(International Joint Conferences on Artificial Intelligence)
C/J: Conference
Desc: IJCAI is a non-profit corporation founded in California, in 1969 for scientific and educational purposes, including dissemination of information on Artificial Intelligence at conferences in which cutting-edge scientific results are presented and through dissemination of materials presented at these meetings in form of Proceedings, books, video recordings, and other educational materials.
URL: http://www.ijcai.org
1.2 AAAI(American Association for Artificial Intelligence)
C/J: Conference
Desc: Founded in 1979, the Association for the Advancement of Artificial Intelligence (AAAI) (formerly the American Association for Artificial Intelligence) is a nonprofit scientific society devoted to advancing the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines.
URL: http://www.aaai.org
1.3 Artificial Intelligence
C/J: Journal
Desc: The journal welcomes foundational and applied papers describing mature work involving computational accounts of aspects of intelligence.
URL: https://www.journals.elsevier.com/artificial-intelligence/
2. Machine Learning
2.1 NIPS(Conference and Workshop on Neural Information Processing Systems)
C/J: Conference
Desc: A multi-track machine learning and computational neuroscience conference.
URL: http://www.nips.cc
2.2 ICML(International Conference on Machine Learning)
C/J: Conference
Desc: ICML is the leading international machine learning conference and is supported by the International Machine Learning Society (IMLS).
URL: https://icml.cc/
2.3 UAI(The Conference on Uncertainty in Artificial Intelligence)
C/J: Conference
Desc: UAI is a non-profit organization focused on organizing the annual Conference on Uncertainty in Artificial Intelligence (UAI) and, more generally, on promoting research in pursuit of advances in knowledge representation, learning and reasoning under uncertainty.
URL: http://auai.org/
2.4 AISTATS(International Conference on Artificial Intelligence and Statistics)
C/J: Conference
Desc: Since its inception in 1985, AISTATS has been an interdisciplinary gathering of researchers at the intersection of artificial intelligence, machine learning, statistics, and related areas.
URL: http://www.aistats.org/
2.5 COLT(Annual Conference on Computational Learning Theory)
C/J: Conference
Desc: Addressing theoretical aspects of machine learning and related topics.
URL: http://learningtheory.org/colt2019/
2.6 JMLR(Journal of Machine Learning Research)
C/J: Journal
Desc: The Journal of Machine Learning Research (JMLR) provides an international forum for the electronic and paper publication of high-quality scholarly articles in all areas of machine learning.
URL: http://www.jmlr.org/
2.7 Machine Learning
C/J: Journal
Desc: The journal features papers that describe research on problems and methods, applications research, and issues of research methodology.
URL: https://link.springer.com/journal/10994
2.8 Neural Computation
C/J: Journal
Desc: Neural Computation disseminates important, multidisciplinary research in theory, modeling, computation, and statistics in neuroscience and in the design and construction of neurally inspired information processing systems.
URL: https://www.mitpressjournals.org/loi/neco
3 Computer Vision & Pattern Recognition
3.1 CVPR(IEEE Conference on Computer Vision and Pattern Recognition)
C/J: Conference
Desc: CVPR is the premier annual computer vision event comprising the main conference and several co-located workshops and short courses. With its high quality and low cost, it provides an exceptional value for students, academics and industry researchers.
URL: http://cvpr2018.thecvf.com/
3.2 ICCV(IEEE International Conference on Computer Vision)
C/J: Conference
Desc: ICCV is the premier international computer vision event comprising the main conference and several co-located workshops and tutorials. With its high quality and low cost, it provides an exceptional value for students, academics and industry researchers.
URL: http://iccv2019.thecvf.com/
3.3 IEEE T-PAMI(IEEE Transactions on Pattern Analysis and Machine Intelligence)
C/J: Journal
Desc: The IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) is published monthly. Its editorial board strives to present most important research results in areas within TPAMI's scope.
URL: https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=34
3.4 ECCV(European Conference on Computer Vision)
C/J: Conference
Desc: European Conference on Computer Vision.
URL: https://eccv2018.org/
3.5 IJCV(International Journal of Computer Vision)
C/J: Journal
Desc: International Journal of Computer Vision (IJCV) details the science and engineering of this rapidly growing field. Regular articles present major technical advances of broad general interest. Survey articles offer critical reviews of the state of the art and/or tutorial presentations of pertinent topics.
URL: https://link.springer.com/journal/11263
3.6 IEEE T-IP(IEEE Transactions on Image Processing)
C/J: Journal
Desc: Focuses on signal-processing aspects of image processing, imaging systems, and image scanning, display, and printing
URL: https://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=83
3.7 ICPR(International Conference on Pattern Recognition)
C/J: Conference
Desc: ICPR will be an international forum for discussions on recent advances in the fields of Pattern Recognition, Machine Learning and Computer Vision, and on applications of these technologies in various fields.
URL: www.icpr2018.org/
4 Computational Linguistics
4.1 ACL(Meeting of the Association for Computational Linguistics)
C/J: Conference
Desc: Meeting of the Association for Computational Linguistics.
URL: https://acl2018.org/
4.2 EMNLP(Conference on Empirical Methods in Natural Language Processing)
C/J: Conference
Desc: Special Interest Group on Linguistic Data & Corpus-based Approaches to Natural Language Processing.
URL: http://www.sigdat.org/
4.3 NAACL(The Annual Conference of the North American Chapter of the Association for Computational Linguistics)
C/J: Conference
Desc: The North American Chapter of the Association for Computational Linguistics.
URL: http://naacl.org/
4.4 SemEval(International Workshop on Semantic Evaluation)
C/J: Conference
Desc: SemEval has evolved from the SensEval word sense disambiguation evaluation series.
URL: http://alt.qcri.org/semeval2018/index.php?id=tasks
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