Artificial Intelligence Graduate Certificate - Stanford
Stanford Center for Professional Development ofers Graduate Certificate in Artificial Intelligence. The course fee is too high, so I have tried to collect the material freely available on the Internet to match each of the courses in the program.
Course details here
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CS157 Logic and Automated Reasoning
Course by the same faculty on Coursera here
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CS221 Artificial Intelligence: Principles and Techniques
Lecture notes here
Earlier version of course taught by Sebastian Thrun, now on Udacity here
AI course by MIT, video lectures here
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CS205A Mathematical Methods for Robotics, Vision, & Graphics
Free Videos and lecture notes here
Video on Youtube here
Free book by earlier course instructor here
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CS223A Introduction to Robotics
Course link here
Course notes for the Stanford class here
Course video for the Stanford course here or on Youtube
Course by the same faculty on Coursera here
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CS224N Natural Language Processing with Deep Learning
Course link here
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CS228 Probabilistic Graphical Models: Principles and Techniques
Course link here Course notes for Stanford course here
Similar course on Coursera here
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CS229 Machine Learning
Course link here
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CS231A Computer Vision: From 3D Reconstruction to Recognition
Course link here
Course notes for the Stanford course here
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CS231N Convolutional Neural Networks for Visual Recognition
Course link here
Course notes for the Stanford course here
Course videos for the Stanford course on Youtube
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AA228 Decision Making Under Uncertainty
Course link here
Course notes from Stanford course here