{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T06:05:42Z","timestamp":1760853942090,"version":"3.41.0"},"reference-count":11,"publisher":"Association for Computing Machinery (ACM)","issue":"2","license":[{"start":{"date-parts":[[2017,7,13]],"date-time":"2017-07-13T00:00:00Z","timestamp":1499904000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":["AI Matters"],"published-print":{"date-parts":[[2017,7,13]]},"abstract":"<jats:p>In this column, we focus on resources for learning and teaching three broad categories of machine learning (ML): supervised, unsupervised, and reinforcement learning. In our next column, we will focus specifically on deep neural network learning resources, so if you have any resource recommendations, please email them to the address above.<\/jats:p>","DOI":"10.1145\/3098888.3098893","type":"journal-article","created":{"date-parts":[[2017,7,13]],"date-time":"2017-07-13T20:02:09Z","timestamp":1499976129000},"page":"14-15","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":7,"title":["AI education"],"prefix":"10.1145","volume":"3","author":[{"given":"Todd W.","family":"Neller","sequence":"first","affiliation":[{"name":"Gettysburg College"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2017,7,13]]},"reference":[{"key":"e_1_2_1_1_1","doi-asserted-by":"crossref","unstructured":"Barber D. (2012). Bayesian reasoning and machine learning. New York NY USA: Cambridge University Press.   Barber D. (2012). Bayesian reasoning and machine learning . New York NY USA: Cambridge University Press.","DOI":"10.1017\/CBO9780511804779"},{"key":"e_1_2_1_2_1","unstructured":"Bishop C. M. (2006). Pattern recognition and machine learning (information science and statistics). Secaucus NJ USA: Springer-Verlag New York Inc.   Bishop C. M. (2006). Pattern recognition and machine learning (information science and statistics) . Secaucus NJ USA: Springer-Verlag New York Inc."},{"key":"e_1_2_1_3_1","doi-asserted-by":"crossref","unstructured":"Hastie T. Tibshirani R. & Friedman J. (2009). The elements of statistical learning: data mining inference and prediction (2nd ed.). Springer.  Hastie T. Tibshirani R. & Friedman J. (2009). The elements of statistical learning: data mining inference and prediction (2nd ed.). Springer.","DOI":"10.1007\/978-0-387-84858-7"},{"key":"e_1_2_1_4_1","doi-asserted-by":"crossref","unstructured":"James G. Witten D. Hastie T. & Tibshirani R. (2014). An introduction to statistical learning: With applications in r. Springer Publishing Company Incorporated.   James G. Witten D. Hastie T. & Tibshirani R. (2014). An introduction to statistical learning: With applications in r . Springer Publishing Company Incorporated.","DOI":"10.1007\/978-1-4614-7138-7"},{"key":"e_1_2_1_5_1","unstructured":"Mitchell T. M. (1997). Machine learning (1st ed.). New York NY USA: McGraw-Hill Inc.   Mitchell T. M. (1997). Machine learning (1st ed.). New York NY USA: McGraw-Hill Inc."},{"key":"e_1_2_1_6_1","unstructured":"Murphy K. P. (2012). Machine learning: A probabilistic perspective. The MIT Press.   Murphy K. P. (2012). Machine learning: A probabilistic perspective . The MIT Press."},{"key":"e_1_2_1_7_1","unstructured":"Russell S. & Norvig P. (2009). Artificial intelligence: A modern approach (3rd ed.). Upper Saddle River NJ USA: Prentice Hall Press.   Russell S. & Norvig P. (2009). Artificial intelligence: A modern approach (3rd ed.). Upper Saddle River NJ USA: Prentice Hall Press."},{"key":"e_1_2_1_8_1","unstructured":"Sutton R. S. & Barto A. G. (1998). Reinforcement learning: an introduction (1st ed.). Cambridge MA USA: MIT Press.   Sutton R. S. & Barto A. G. (1998). Reinforcement learning: an introduction (1st ed.). Cambridge MA USA: MIT Press."},{"key":"e_1_2_1_9_1","doi-asserted-by":"crossref","unstructured":"Szepesv\u00e1ri C. (2010). Algorithms for reinforcement learning. Morgan and Clay-pool Publishers.   Szepesv\u00e1ri C. (2010). Algorithms for reinforcement learning . Morgan and Clay-pool Publishers.","DOI":"10.1007\/978-3-031-01551-9"},{"key":"e_1_2_1_10_1","doi-asserted-by":"crossref","unstructured":"Wiering M. & van Otterlo M. (Eds.). (2012). Reinforcement learning: State-of-the-art. Springer.   Wiering M. & van Otterlo M. (Eds.). (2012). Reinforcement learning: State-of-the-art . Springer.","DOI":"10.1007\/978-3-642-27645-3"},{"key":"e_1_2_1_11_1","unstructured":"Witten I. H. & Frank E. (2005). Data mining: Practical machine learning tools and techniques second edition (morgan kaufmann series in data management systems). San Francisco CA USA: Morgan Kaufmann Publishers Inc.   Witten I. H. & Frank E. (2005). Data mining: Practical machine learning tools and techniques second edition (morgan kaufmann series in data management systems) . San Francisco CA USA: Morgan Kaufmann Publishers Inc."}],"container-title":["AI Matters"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3098888.3098893","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3098888.3098893","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T19:07:22Z","timestamp":1750273642000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3098888.3098893"}},"subtitle":["machine learning resources"],"short-title":[],"issued":{"date-parts":[[2017,7,13]]},"references-count":11,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2017,7,13]]}},"alternative-id":["10.1145\/3098888.3098893"],"URL":"https:\/\/doi.org\/10.1145\/3098888.3098893","relation":{},"ISSN":["2372-3483"],"issn-type":[{"type":"electronic","value":"2372-3483"}],"subject":[],"published":{"date-parts":[[2017,7,13]]},"assertion":[{"value":"2017-07-13","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}