CS1156x: Learning From Data (edX)
list 10 séquences
assignment Niveau : Introductif
chat_bubble_outline Langue : Anglais
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Les infos clés

credit_card Formation gratuite
timer 100 heures de cours

En résumé

Introductory Machine Learning course covering theory, algorithms and applications. Our focus is on real understanding, not just "knowing."

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Le programme

This is an introductory course in machine learning (ML) that covers the basic theory, algorithms, and applications. ML is a key technology in Big Data, and in many financial, medical, commercial, and scientific applications. It enables computational systems to automatically learn how to perform a desired task based on information extracted from the data. ML has become one of the hottest fields of study today, taken up by undergraduate and graduate students from 15 different majors at Caltech. This course balances theory and practice, and covers the mathematical as well as the heuristic aspects. The lectures follow each other in a story-like fashion: - What is learning? - Can a machine learn? - How to do it? - How to do it well? - Take-home lessons.  

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