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Its name comes from the fact that it is an artificial neural net trained by a form of temporal-difference learning, specifically TD-Lambda. The final version of TD-Gammon (2.1) was trained with 1.5 million games of self-play, and achieved a level of play just slightly below that of the top human backgammon players of the time.
TD-Lambda is a learning algorithm invented by Richard S. Sutton based on earlier work on temporal difference learning by Arthur Samuel. [11] This algorithm was famously applied by Gerald Tesauro to create TD-Gammon , a program that learned to play the game of backgammon at the level of expert human players.
Model-free RL algorithms can start from a blank policy candidate and achieve superhuman performance in many complex tasks, including Atari games, StarCraft and Go.Deep neural networks are responsible for recent artificial intelligence breakthroughs, and they can be combined with RL to create superhuman agents such as Google DeepMind's AlphaGo.
Thinking in Java (ISBN 978-0131872486) is a book about the Java programming language, written by Bruce Eckel and first published in 1998. Prentice Hall published the 4th edition of the work in 2006. The book represents a print version of Eckel’s “Hands-on Java” seminar.
Encog is a machine learning framework available for Java and .Net. [1] Encog supports different learning algorithms such as Bayesian Networks, Hidden Markov Models and Support Vector Machines. However, its main strength lies in its neural network algorithms. Encog contains classes to create a wide variety of networks, as well as support classes ...
He led the design and implementation of numerous Java platform features, including the Java Collections Framework, the java.math package, and the assert mechanism. [1] He is the author of the programming guide Effective Java (2001), which won the 2001 Jolt Award , [ 2 ] and is a co-author of two other Java books, Java Puzzlers (2005) and Java ...
In his book What Video Games Have to Teach Us About Learning and Literacy, James Paul Gee talks about the application and principles of digital learning. Gee has focused on the learning principles in video games and how these learning principles can be applied to the K-12 classroom. Successful video games are good at challenging players.
zlib (engine) / LGPL-2.1-or-later [25] (game code) LGPL-2.1-or-later [25] 3D: A voxel engine for building games similar to Infiniminer and Minecraft. Lugaru: 2005 2017 Action/third-person shooter: GPL-2.0-or-later: CC BY-SA [26] 3D: A game by Wolfire Games where the player is an anthropomorphic rabbit who seeks revenge when a group of enemy ...