DVD, Videorecording, Projected Medium, Visual Materials

Introduction to machine learning.

Chantilly, Va. : Teaching Company, 2020.

4 videodiscs (approximately 750 min.) : sound, color ; 4 3/4 in. + 1 course guidebook (iv, 210 pages : illustrations ; 19 cm).

4 3/4 in.

digital optical

video file DVD video

Great courses. Science. Engineering & technology

Great courses (DVD). Science & mathematics. Engineering.

Machine learning.

Lectures.

Nonfiction films.

Educational films.

Video recordings for the hearing impaired.

Littman, Michael L., teacher.

Teaching Company, production company.

Title from disc surface.

Course no. 9070.

Includes bibliographical references (pages 176-181) in course guidebook.

Lecturer: Professor Michael L. Littman, Brown University.

DVD.

In English; closed-captioned.

Telling the computer what we want -- Starting with Python Notebooks and Colab -- Decision trees for logical rules -- Neural networks for perceptual rules -- Opening the Black box of neural network -- Bayesian models for probability prediction -- Genetic algorithms for evolved rules -- Nearest neighbors for using similarity -- The fundamental pitfall of overfitting -- Pitfalls in applying machine learning -- Clustering and semi-supervised learning -- Recommendations with three types of learning -- Games with reinforcement learning -- Deep learning for computer vision -- Getting a deep learner back on track -- Text categorization with words as vectors -- Deep networks that output language -- Making stylistic images with deep networks -- Making photorealistic images with GANs -- Deep learning for speech recognition -- Inverse reinforcement learning from people -- Casual inference comes to machine learning -- The unexpected power of over-parameterization -- Protecting privacy within machine learning -- Mastering the machine learning process.

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GREAT DVD 006.31 Introduc