PPT-A Comparison of Learning Algorithms on the ALE

Deep Learning Behzad Ghazanfari Useful and helpful Ref The ALE an Evaluation Platform for General Agents Playing Atari with Deep Reinforcement Learning Reinforcement learning an introduction . Keyang. He. Discrete Mathematics. Basic Concepts. Algorithm . – . a . specific set of instructions for carrying out a procedure or solving a problem, usually with the requirement that the procedure terminate at some point. Data Mining and Machine Learning Group,. Computer Science Department, . University of Houston, . TX 77204-3010. August 8, 2008. Abraham . Bagherjeiran. * . Ulvi. . Celepcikay. scikit. -learn. http://scikit-learn.org/stable/. scikit. -learn. Machine Learning in Python. Simple . and efficient tools for data mining and data analysis. Built . on . NumPy. , . SciPy. , and . matplotlib. Dan Roth. University of Illinois, Urbana-Champaign. danr@illinois.edu. http://L2R.cs.uiuc.edu/~danr. 3322 SC. CS446: Machine Learning. What do you need to know:. . Theory of Computation. Probability Theory. Lower Bounds, and Pseudorandomness. Igor Carboni Oliveira. University of Oxford. Joint work with . Rahul Santhanam. (Oxford). 2. Minor algorithmic improvements imply lower bounds (Williams, 2010).. NEXP. Andrea Lui, MD, Fernando Verdugo, MD, Patricio Julio, MD, Carlos Piedra, MD, . Marianella. . . Seguel. , MD; Mauricio Moreno, MD, . Rodulfo. . Oyarzún. , MD, Instituto Nacional del Tórax. . Santiago of Chile . An Overview of Machine Learning Speaker: Yi-Fan Chang Adviser: Prof. J. J. Ding Date : 2011/10/21 What is machine learning ? Learning system model Training and testing Performance Algorithms Machine learning The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand The Desired Brand Effect Stand Out in a Saturated Market with a Timeless Brand