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Free video lectures from some Stanford courses, including machine learning


CalmLogic

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The machine learning course videos:

YouTube - Lectures from Stanford Machine Learning Course

 

The professor starts the course by saying that he considers machine learning to be the most exciting endeavor in human history :)

 

Other Stanford graduate-level courses with free video lectures are listed here:

YouTube - stanforduniversity's Playlists

 

These courses include 3 courses about programming (programming abstractions, programming methodology, programming paradigms) as well as courses on HCI, robotics, applied linear algebra (as part of a course on linear dynamical systems), convex optimization, and non-engineering seminars like entrepreneurism.

 

BTW, computer science course videos from the University of Washington and Berkeley:

UW CSE Courses on the Internet

UC Berkeley Webcasts | Video and Podcasts: Fall 2008 Courses

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Found this one today on Daniel Lemire's blog: Stanford is offering 10 full courses online.

 

Stanford School of Engineering

 

This fall, SEE launches its programming by offering one of Stanford’s most popular engineering sequences: the three-course Introduction to Computer Science taken by the majority of Stanford undergraduates, and seven more advanced courses in artificial intelligence and electrical engineering.

 

Introduction to Computer Science

Programming MethodologyCS106A

Programming AbstractionsCS106B

Programming ParadigmsCS107

 

Artificial Intelligence

Introduction to RoboticsCS223A

Natural Language ProcessingCS224N

Machine LearningCS229

 

Linear Systems and Optimization

The Fourier Transform and its ApplicationsEE261

Introduction to Linear Dynamical SystemsEE263

Convex Optimization IEE364A

Convex Optimization IIEE364B

 

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Wow! The first free NLP video lecture course in the history of human kind :D

 

I am watching the first NLP lecture now, and the rest of the 18 lectures are already available. That's a cash value of ~$3,500 (or something like that) since it costs that much to audit the course. Combine that with the ML course, and that is a cash value of $7,000 :)

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