Divya Mitra All Webseries Download
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Reinforcement Learning
Author: Richard S. Sutton
language: en
Publisher: Springer Science & Business Media
Release Date: 2012-12-06
Reinforcement learning is the learning of a mapping from situations to actions so as to maximize a scalar reward or reinforcement signal. The learner is not told which action to take, as in most forms of machine learning, but instead must discover which actions yield the highest reward by trying them. In the most interesting and challenging cases, actions may affect not only the immediate reward, but also the next situation, and through that all subsequent rewards. These two characteristics -- trial-and-error search and delayed reward -- are the most important distinguishing features of reinforcement learning. Reinforcement learning is both a new and a very old topic in AI. The term appears to have been coined by Minsk (1961), and independently in control theory by Walz and Fu (1965). The earliest machine learning research now viewed as directly relevant was Samuel's (1959) checker player, which used temporal-difference learning to manage delayed reward much as it is used today. Of course learning and reinforcement have been studied in psychology for almost a century, and that work has had a very strong impact on the AI/engineering work. One could in fact consider all of reinforcement learning to be simply the reverse engineering of certain psychological learning processes (e.g. operant conditioning and secondary reinforcement). Reinforcement Learning is an edited volume of original research, comprising seven invited contributions by leading researchers.
The Life of Buddha
Originally written in the First Century, A.D. by Asvaghosha. This may be the oldest known story of the complete life of Buddha, having been written in the first century AD. The author was an educated ecclesiastic Buddhist who traveled throughout India collecting stories and traditions relating to the Buddhas life. He was a famous preacher and musician who then wove them into a Sanskrit poem which he performed musically during his travels. The people of India delighted in this magical tale whenever it was performed with the choir of musicians who traveled with him. It holds many facts that other biographies or stories of the Buddha dont have, which makes this work so important. The entire epic is preserved in this rare book, long out of print, which may have otherwise been lost to the western world.
Humans of Bombay
"About the book In 2014 Karishma Mehta started Humans of Bombay to capture the untold stories of the millions of people living in the maximum city. This book entails a handpicked collection of some of the best stories on the Humans of Bombay Facebook blog as well as several unseen stories. Funny insightful quirky and intimate these stories are sure to make your heart melt."--Provided by publisher.