{"product_id":"machine-learning","title":"Introduction to Machine Learning","description":"\u003cp\u003eThis course introduces principles, algorithms, and applications of machine learning from the point of view of modeling and prediction. It includes formulation of learning problems and concepts of representation, over-fitting, and generalization. These concepts are exercised in supervised learning and reinforcement learning, with applications to images and to temporal sequences.\u003c\/p\u003e","brand":"MARS Digital Store","offers":[{"title":"Default Title","offer_id":45360662053036,"sku":null,"price":0.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0719\/9840\/6828\/files\/close-up-data-center-admin-doing-checkup-using-machine-learning-prolong-hardware-life-span1.png?v=1772189859","url":"https:\/\/mydigitalstore.mars.com\/products\/machine-learning","provider":"MARS Digital Store","version":"1.0","type":"link"}