{"id":17371,"date":"2026-05-07T11:44:04","date_gmt":"2026-05-07T09:44:04","guid":{"rendered":"https:\/\/ensai.fr\/?p=17371"},"modified":"2026-05-07T11:44:04","modified_gmt":"2026-05-07T09:44:04","slug":"6-questions-master-smart-data","status":"publish","type":"post","link":"https:\/\/ensai.fr\/en\/6-questions-master-smart-data\/","title":{"rendered":"6 questions about the Master for Smart Data Science"},"content":{"rendered":"<p><strong>What is ENSAI&#8217;s <a href=\"https:\/\/ensai.fr\/en\/2-cursus\/msc-statistics-for-smart-data\/\">Master for Smart Data Science<\/a>? How does the program manage to stay at the forefront of the ever-evolving fields of data science and AI? In less than 6 minutes and in 6 questions, <a href=\"https:\/\/ensai.fr\/en\/equipe\/portier-francois\/\">Fran\u00e7ois Portier<\/a>, a professor of statistics and head of the Master for Smart Data Science, highlights the program&#8217;s strengths and the career opportunities awaiting graduates.<\/strong><\/p>\n<p>This one-year master&#8217;s program is taught entirely in English. It offers a solid foundation in data science and artificial intelligence, combining advanced concepts in statistics, optimization, and computer science.<\/p>\n<h2>Watch the video interview of Fran\u00e7ois Portier, head of the Master for Smart Data Science<\/h2>\n<p><iframe loading=\"lazy\" title=\"YouTube video player\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/GBDxVP7eek0?si=Xo2xM1_fnKBKU7p6\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<h2>6 questions about ENSAI&#8217;s Master for Smart Data Science: read the full retranscription<\/h2>\n<h3 class=\"cvGsUA direction-ltr align-start para-style-body\"><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">What is ENSAI&#8217;s <\/span><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">Master for Smart Data Science?<\/span><\/h3>\n<p><span data-contrast=\"auto\">&#8220;My name is Fran\u00e7ois Portier. I am an associate professor at ENSAI. I am the head of the Master\u2019s in Smart Data Science program, a one-year program entirely taught in English. During the first semester, students complete six months of full-time coursework. After that, they undertake a four-to-six-month internship. The following September, they return to the school for their internship defense and the graduation ceremony.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<blockquote><p><span data-contrast=\"auto\">This is a unique and innovative program in data science and artificial intelligence, combining advanced concepts in statistics, optimization, and computer science. <\/span><\/p><\/blockquote>\n<h3 class=\"cvGsUA direction-ltr align-start para-style-body\"><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">Who is this master aimed at? <\/span><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">What are the application\u00a0<\/span><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">criteria?<\/span><\/h3>\n<p><span data-contrast=\"auto\">We encourage both <strong>French and international students<\/strong> to apply. For example, each year, half of the students come from abroad. We also welcome candidates with professional experience.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">During the application process, we require four years of higher education. We pay particular attention to candidates with a strong mathematical background as well as a strong background in computer science. All prerequisites are available on the <a href=\"https:\/\/ensai.fr\/en\/2-cursus\/msc-statistics-for-smart-data\/\">program\u2019s webpage<\/a>. <\/span><\/p>\n<h3><span data-contrast=\"auto\"><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">What should candidates expect?<\/span><\/span><\/h3>\n<p><span data-contrast=\"auto\">Each year, the program enrolls a limited number of students to ensure sufficient individual follow-up.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><span data-contrast=\"auto\">At the beginning of the year, each student is lent a computer, and a dedicated program coordinator supports them throughout the year. I must admit that <strong>the program is quite intensive<\/strong> due to the significant number of lectures, which cover a <strong>wide range of topics, <\/strong>from IT tools to applied mathematics.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h3 class=\"cvGsUA direction-ltr align-start para-style-body\"><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">What are the key features that set this program <\/span><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">apart from others?<\/span><\/h3>\n<blockquote><p><span data-contrast=\"auto\">One key feature is that students are trained to understand what lies behind algorithms. Algorithms should no longer be a black box for them. With this knowledge, they gain the ability to create and design their own algorithms when facing specific challenges. <\/span><\/p><\/blockquote>\n<p><span data-contrast=\"auto\">A relevant example is the <strong>high-dimensional framework<\/strong>.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><span data-contrast=\"auto\">We offer a dedicated course on this topic. When dealing with high-dimensional data, standard approaches are known to fail to achieve good performance. To address this issue, one solution is to build a statistical or probabilistic model to extract relevant information from the data.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">This approach undoubtedly requires <strong>strong knowledge in mathematics, particularly in optimization and statistics<\/strong>. <\/span><\/p>\n<p><span data-contrast=\"auto\">Another key feature is the balance between theory and practice. For instance, <strong>Smart Data projects<\/strong> are organized each year. At the beginning of the year, several companies present problems or questions they wish to investigate.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><span data-contrast=\"auto\">Students, working in groups, explore these questions with the support of the companies. They acquire practical knowledge about implementing algorithms in real-world situations. <\/span><\/p>\n<h3 class=\"cvGsUA direction-ltr align-start para-style-body\"><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">How does this program remain state-of-the-art <\/span><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">with the rapidly evolving field of data science?<\/span><\/h3>\n<p><span data-contrast=\"auto\">Recently, machine learning methods have become increasingly popular across many scientific fields, and some are now well-established.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<blockquote><p><span data-contrast=\"auto\">In designing our program, we carefully identified these methods. Take deep learning, for example. Its applications\u2014such as image processing, image recognition, large language models, and time series analysis\u2014are well known. The program includes several courses related to deep learning to provide students with extensive knowledge of both the theory and its applications.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p><\/blockquote>\n<p><span data-contrast=\"auto\">These courses include deep learning, machine learning for time series, and a seminar on reinforcement learning. The goal of the program is to <strong>stay at the forefront of new technologies<\/strong>. Each year, the curriculum is updated with the help of teachers who are active experts in their fields.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<h3 class=\"cvGsUA direction-ltr align-start para-style-body\"><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">Could you share some <\/span><span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none text-strikethrough-none\">success stories of graduates?<\/span><\/h3>\n<p><span data-contrast=\"auto\">There are many success stories among our graduates. One of them is a machine learning data scientist at Expedia and a co-founder of the Geneva chapter of Women in Data Science. Another former student is currently a postdoctoral researcher at L2S, a renowned lab in signal processing in Paris. He is working on neural networks defined on Riemannian manifolds.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Finally, let me mention one of our graduates who joined us from South Africa after leaving his job in a bank. He is now the Head of Data at Rocher.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">&#8220;<\/span><\/p>\n<p><strong>Do you want to become a data scientist? Learn more about <a href=\"https:\/\/ensai.fr\/en\/2-cursus\/msc-statistics-for-smart-data\/\">ENSAI\u2019s Master for Smart Data Science<\/a>.<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>What is ENSAI&#8217;s Master for Smart Data Science? How does the program&#8230; <br \/><a class=\"readmore\" href=\"https:\/\/ensai.fr\/en\/6-questions-master-smart-data\/\">Lire la suite<\/a><\/p>\n","protected":false},"author":73,"featured_media":17376,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[392,300],"tags":[343,497,344],"class_list":["post-17371","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programmes","category-video-en","tag-faculty","tag-masters","tag-video-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>6 questions about the Master for Smart Data Science | ENSAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ensai.fr\/en\/6-questions-master-smart-data\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"6 questions about the Master for Smart Data Science | ENSAI\" \/>\n<meta property=\"og:description\" content=\"What is ENSAI&#8217;s Master for Smart Data Science? 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