{"id":30,"date":"2018-08-27T13:23:05","date_gmt":"2018-08-27T13:23:05","guid":{"rendered":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/?page_id=30"},"modified":"2019-01-10T20:16:28","modified_gmt":"2019-01-10T20:16:28","slug":"teaching-english","status":"publish","type":"page","link":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/?page_id=30","title":{"rendered":"Teaching (English)"},"content":{"rendered":"<p>(En Fran\u00e7ais <a href=\"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/?page_id=28\">ici<\/a>.) In the university year 2018-2019, I am teaching:<\/p>\n<h2>Advanced Classification<\/h2>\n<p><b>2nd year Master of Science (MSc) <\/b>in<b> Signal and Image Processing<\/b>. A course mainly on deep learning methods for computer vision.<\/p>\n<h2>Artificial Intelligence : from Machine Learning to Data Science<\/h2>\n<p>Doctoral course (PhD). All support are <a href=\"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/?page_id=124\">here<\/a> (English).<\/p>\n<h2>Data Science<\/h2>\n<p><b>1st year Master of Science (MSc) <\/b>in<b> Signal and Image Processing<\/b>. A course that covers all aspects of data science: preparation and visualisation of data (PCA, mastering of pandas, etc), machines learning main algorithms via scikit-learn (linear and logistic regression, Decision trees, random forest, adaboost, SVM, k-means, hierarchical clustering), analysis of results (metrics like accuracy, F-score, ROC, etc; mastering of matplotlib; etc).<\/p>\n<h2>Introduction to Data Science<\/h2>\n<p><b>1st year Master of Science (MSc) <\/b>in <b>Computer Science<\/b>. How to deal with data? How to prepare them? How to use them in a machine learning algorithm? How to visualize and analyse the result? These are the main motivation of that course, where we deal with feature selection, regression (linear, logistic), classification (k-nn, random forest, etc.), clustering (k-means, hierarchical),\u00a0 evaluation metrics, &#8230;<\/p>\n<h2>Introduction to Machine Learning<\/h2>\n<p><b>Last year Licence <\/b>in<b> Computer Science <\/b>andin<b> Math for Social Science<\/b>. A course to discover Machine Learning. Some background and many experimentations!<\/p>\n<h2>Data Basis<\/h2>\n<p><b>2nd year Licence <\/b>in<b> Math Physic Chimie and Computer Science (excellence curriculum)<\/b>. From relational algebra to SQL, including MERISE schemes for conception and python interface.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>(En Fran\u00e7ais ici.) In the university year 2018-2019, I am teaching: Advanced Classification 2nd year Master of Science (MSc) in Signal and Image Processing. A course mainly on deep learning methods for computer vision. Artificial Intelligence : from Machine Learning to Data Science Doctoral course (PhD). All support are here (English). Data Science 1st year &hellip; <a href=\"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/?page_id=30\" class=\"more-link\">Continuer la lecture<span class=\"screen-reader-text\"> de &laquo;&nbsp;Teaching (English)&nbsp;&raquo;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=\/wp\/v2\/pages\/30"}],"collection":[{"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=30"}],"version-history":[{"count":5,"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=\/wp\/v2\/pages\/30\/revisions"}],"predecessor-version":[{"id":126,"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=\/wp\/v2\/pages\/30\/revisions\/126"}],"wp:attachment":[{"href":"https:\/\/pageperso.lis-lab.fr\/~remi.eyraud\/WP\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=30"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}