Displaying 1 of 1 2020 Format: DVD, Videorecording, Projected Medium, Visual Materials Title: Introduction to machine learning. Publisher, Date: Chantilly, Va. : Teaching Company, 2020. Description: 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 Series: Great courses. Science. Engineering & technology Great courses (DVD). Science & mathematics. Engineering. Subjects: Machine learning. Genre: Lectures. Nonfiction films. Educational films. Video recordings for the hearing impaired. Other Author: Littman, Michael L., teacher. Teaching Company, production company. Notes: 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. Contents: 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. ISBN: 9781644650028 1644650029 9781644650028 Other Number: 1224946724 System Availability: 1 Current Holds: 0 # Local items: 1 Control Number: 879492 # Local items in: 0 # System items in: 0 Call Number: GREAT DVD 006.31 Introduc Place Hold Add to My List Expand All | Collapse All Availability Map It Suggestions and more Displaying 1 of 1