{"id":29,"date":"2018-04-03T09:05:24","date_gmt":"2018-04-03T12:05:24","guid":{"rendered":"http:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/?p=29"},"modified":"2021-02-08T10:18:18","modified_gmt":"2021-02-08T13:18:18","slug":"automating-data-science-and-machine-learning","status":"publish","type":"post","link":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/automating-data-science-and-machine-learning\/","title":{"rendered":"Automating data science and machine learning"},"content":{"rendered":"<strong>Ministrante: Dr. Andr\u00e9 C. P. L. F. de Carvalho, Universidade de S\u00e3o Paulo<\/strong>\r\n<h2>Resumo<\/h2>\r\nAfter a brief introduction to the main aspects of Data Science and Machine Learning, this course will introduce how end-to-end Machine Learning solutions can be automated. For such, the historical evolution, the main approaches, with a focus on basic aspects of metalearning, will be presented.\u00a0 Social implications of of automated data science solutions will also be discussed.\r\n\r\n<strong>CV resumido:<\/strong> Andr\u00e9 C. P. L. F. de Carvalho is Full Professor in the department of Computer Sciences, University of S\u00e3o Paulo, Brazil. He was Associate Professor in the University of Guelph, Canada.\u00a0 He was visiting researcher in the University of Porto, Portugal and visiting\u00a0 professor in the University of Kent, UK.\u00a0 He is Assessor ad hoc for funding Agencies in Brazil, Canada, Chile, Czech Republic and UK. His main research interests are data mining, data science and machine learning. Prof. de Carvalho has several publications in these areas, including 10 paper awards from conferences organized by ACM, IEEE. He was the founding director of the Center of Machine Learning in Data Analysis, University of S\u00e3o Paulo and is currently the vice-director of the Center for Mathematical Sciences <em>Applied<\/em> to Industry, University of S\u00e3o Paulo. He is a member of the Steering Committee of the International Network for Government Science Advice (INGSA) Latin American and Caribbean Chapter and of the Brazilian Science for Education Network.\r\n\r\n&nbsp;\r\n<h2>Slides<\/h2>\r\n<center><iframe src=\"https:\/\/drive.google.com\/file\/d\/1dT_SQCULXADmQUxaMpcuefLThiMwjuFd\/preview\" width=\"640\" height=\"480\"><\/iframe><\/center>","protected":false},"excerpt":{"rendered":"<p>Ministrante: Dr. Andr\u00e9 C. P. L. F. de Carvalho, Universidade de S\u00e3o Paulo Resumo After a brief introduction to the main aspects of Data Science and Machine Learning, this course will introduce how end-to-end Machine Learning solutions can be automated. For such, the historical evolution, the main approaches, with a focus on basic aspects of <a href=\"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/automating-data-science-and-machine-learning\/\" rel=\"nofollow\"><span class=\"sr-only\">Leia mais sobreAutomating data science and machine learning<\/span>[&hellip;]<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/posts\/29"}],"collection":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/comments?post=29"}],"version-history":[{"count":2,"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/posts\/29\/revisions"}],"predecessor-version":[{"id":99,"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/posts\/29\/revisions\/99"}],"wp:attachment":[{"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/media?parent=29"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/categories?post=29"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.cemeai.icmc.usp.br\/AutoMLSchool\/wp-json\/wp\/v2\/tags?post=29"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}