MOOC: Learning From Data – Machine Learning

“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 adaptively improve their performance with experience accumulated from the observed 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 below 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.

“The 18 lectures are about 60 minutes each plus Q&A.”


Source

Caltech: Learning From Data Machine Learning Course by Yaser S. Abu-Mostafa

Textbook: Learning From Data by Yaser S. Abu-Mostafa and Malik Magdon-Ismail

 

Best Data Science Courses Online

The Best Free Data Science Courses on the Internet

Data science is blossoming as a field at the moment. Popular jargon from traditional statistics to new machine learning techniques are used colloquially in both online articles and day-to-day exchanges. One of the excellent things about data science, noted by David Venturi, is that by nature the field is computer-based. Why not learn about it all for free online then? Venturi has written several articles enumerating lists of massive open online courses (MOOC) relevant to someone interested in only a single highly-ranked data science class, or a complete masters degree in data science for the more dedicated individual. One of the benefits of these courses is they are more poignant and focus on only the knowledge relevant to applying data science skills. Another perk is the nonexistent price tag, as opposed to the tens or hundreds of thousands of dollars of student loans one could thrust themselves into while pursuing a data science masters at a formal institution. Venturi explains why he left grad school to learn about data science before finishing his first semester. If nothing else, some of these courses may be useful to supplement a graduate school education.


Sources

FreeCodeCamp.org: David Venturi

FreeCodeCamp.org: The best Data Science courses on the internet, ranked by your reviews

FreeCodeCamp.org: If you want to learn Data Science, take a few of these statistics classes

Medium.com: I Dropped Out of School to Create My Own Data Science Master’s — Here’s My Curriculum

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