[{"command":"insert","method":null,"selector":".course-modal-ajax-placeholder-950880","data":"\u003Cdiv class=\u0022container content-rte\u0022\u003E\n  \u003Cdiv class=\u0022row\u0022\u003E\n    \u003Cdiv class=\u0022box col-md-6 bg-primary text-white\u0022\u003E\n      \u003Ch2 class=\u0022h1 text-left\u0022\u003E  [DKAI] MATHEMATICS FOR DATA SCIENCE\n\u003C\/h2\u003E\n                  \u003Cdiv class=\u0022field-spacing\u0022\u003E\n        \u003Cdiv class=\u0022field__label h3 dash\u0022\u003EECTS :\n          3\n        \u003C\/div\u003E\n      \u003C\/div\u003E\n                  \u003Cdiv class=\u0022field-spacing\u0022\u003E\n        \u003Cdiv class=\u0022field__label h3 dash\u0022\u003ESemestre calendaire :\n          Semestre 1\n        \u003C\/div\u003E\n      \u003C\/div\u003E\n            \u003Cdiv class=\u0022field-spacing\u0022\u003E\n      \u003Cdiv class=\u0022field__label h3 dash\u0022\u003ED\u00e9tail du volume horaire\u003C\/div\u003E\n                        \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                          \u003Cspan class=\u0022field__label h4 mt-5 \u0022\u003ECours magistraux :\u003C\/span\u003E\n                                      \u003Cspan\u003E12\u003C\/span\u003E\n                      \u003C\/div\u003E\n                                \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                          \u003Cspan class=\u0022field__label h4 mt-5 \u0022\u003ETravaux pratiques :\u003C\/span\u003E\n                                      \u003Cspan\u003E4.5\u003C\/span\u003E\n                      \u003C\/div\u003E\n                                \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                          \u003Cspan class=\u0022field__label h4 mt-5 \u0022\u003ETravaux dirig\u00e9s :\u003C\/span\u003E\n                                      \u003Cspan\u003E4.5\u003C\/span\u003E\n                      \u003C\/div\u003E\n                                                            \u003C\/div\u003E\n        \u003Cdiv class=\u0022field-spacing\u0022\u003E\n      \u003Cdiv class=\u0022field__label h3 dash\u0022\u003ELangue d\u0026#039;enseignement\u003C\/div\u003E\n                        \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                                      \u003Cspan\u003EAnglais\u003C\/span\u003E\n                      \u003C\/div\u003E\n                  \u003C\/div\u003E\n        \u003Cdiv class=\u0022field-spacing\u0022\u003E\n      \u003Cdiv class=\u0022field__label h3 dash\u0022\u003EEnseignement \u00e0 distance\u003C\/div\u003E\n                        \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                                      \u003Cspan\u003Enon\u003C\/span\u003E\n                      \u003C\/div\u003E\n                  \u003C\/div\u003E\n      \u003C\/div\u003E\n    \u003Cdiv class=\u0022box col-md-6\u0022\u003E\n            \u003Cdiv class=\u0022field-spacing\u0022\u003E\n      \u003Cdiv class=\u0022field__label h3 dash\u0022\u003EPr\u00e9requis\u003C\/div\u003E\n                        \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                                      \u003Cspan\u003E\u003Cp\u003EStudents will be able to handle mathematical concepts underlying tools used by practitioners\u003C\/p\u003E\u003C\/span\u003E\n                      \u003C\/div\u003E\n                  \u003C\/div\u003E\n                \u003Cdiv class=\u0022field-spacing\u0022\u003E\n      \u003Cdiv class=\u0022field__label h3 dash\u0022\u003EObjectifs d\u0026#039;apprentissage\u003C\/div\u003E\n                        \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                                      \u003Cspan\u003E\u003Cp\u003EThis class aims at teaching\/reminding mathematical basis useful in data science:\u0026nbsp;\u003Cbr\u003E\n1. vector spaces, linear transformations,\u0026nbsp;\u003Cbr\u003E\n2. matrices, linear systems,\u0026nbsp;\u003Cbr\u003E\n3. norms, orthogonality,\u0026nbsp;\u003Cbr\u003E\n4. eigenvalues, singular value decomposition,\u0026nbsp;\u003Cbr\u003E\n5. tensors (notions), multivariable calculus\u003Cbr\u003E\n6. etc\u003C\/p\u003E\n\u003Cp\u003EOptional exercises will be posted on my webpage (on eCampus, when restored):\u0026nbsp;\u003Cbr\u003E\nhttps:\/\/perso.ensta-paris.fr\/~bonazzoli\/teaching.html\u003C\/p\u003E\n\u003Cp\u003EReading recommendations:\u0026nbsp;\u003Cbr\u003E\nTo complement the lectures, you can find plenty of good material on the web about Linear Algebra and Multivariable Calculus, such as:\u003C\/p\u003E\n\u003Cp\u003E- Lectures \u0022Introduction to Probability, Statistics, and Machine Learning\u0022 by Samuel S. Watson from Brown University (lectures 2, 3, 4), https:\/\/data1010.github.io\/class\/ \u0026nbsp;\u003C\/p\u003E\n\u003Cp\u003E- Lectures \u0022Mathematics for Machine Learning\u0022 by Garrett Thomas from University of California, Berkeley, https:\/\/gwthomas.github.io\/docs\/math4ml.pdf \u0026nbsp;\u003C\/p\u003E\n\u003Cp\u003E- Book \u0022Mathematics for Machine Learning\u0022 by M. P. Deisenroth, A. A. Faisal, C. S. Ong, \u0026nbsp;published by Cambridge University Press, https:\/\/mml-book.github.io\/book\/mml-book.pdf \u0026nbsp;\u003C\/p\u003E\n\u003Cp\u003E- Notes from Zico Kolter (updated by Chuong Do), Stanford university, \u0022Linear Algebra Review and Reference\u0022, https:\/\/cs229.stanford.edu\/section\/cs229-linalg.pdf \u0026nbsp;\u003C\/p\u003E\n\u003Cp\u003E- Videos of Gilbert Strang lectures on Linear Algebra, MIT. https:\/\/ocw.mit.edu\/courses\/18-06-linear-algebra-spring-2010\/video_galleries\/video-lectures\/\u003C\/p\u003E\u003C\/span\u003E\n                      \u003C\/div\u003E\n                  \u003C\/div\u003E\n                                        \u003Cdiv class=\u0022field-spacing\u0022\u003E\n      \u003Cdiv class=\u0022field__label h3 dash\u0022\u003ENature de l\u0026#039;\u00e9valuation\u003C\/div\u003E\n                        \u003Cdiv class=\u0022mt-5 text-justify\u0022\u003E\n                                      \u003Cspan\u003EEvaluation Continue non Int\u00e9grale\u003C\/span\u003E\n                      \u003C\/div\u003E\n                  \u003C\/div\u003E\n      \u003C\/div\u003E\n  \u003C\/div\u003E\n\u003C\/div\u003E\n","settings":null}]