PPT-A Decision-Theoretic Generalization of On-Line Learning and

By Yoav Freund and Robert E Schapire Presented by David Leach Original Slides by Glenn Rachlin 1 Outline Background Online allocation of resources Introduction The Problem The Hedge Algorithm . Creativity, and Entrepreneurship. chapter seven. McGraw-Hill/Irwin. Copyright © 2011 by The McGraw-Hill Companies, Inc. All rights reserved.. Learning Objectives. Understand the nature of managerial decision making, differentiate . Creativity, and Entrepreneurship. chapter seven. McGraw-Hill/Irwin. Copyright © 2011 by The McGraw-Hill Companies, Inc. All rights reserved.. Learning Objectives. Understand the nature of managerial decision making, differentiate . . Natarajan. Introduction to Probabilistic Logical Models. Slides based on tutorials by . Kristian. . Kersting. , James . Cussens. , . Lise. . Getoor. . & Pedro . Domingos. Take-Away Message . Program Analysis. . Rahul Sharma, Aditya V. . Nori. , Alex Aiken. Stanford MSR India Stanford. Observation. int. . i. = 1, j = 0;. while . (. i. <=5) {. . j . = . j+i. . Chapter 10 . Generalization of birds. Generalization of Women’s Hair Color. Importance of Generalization. http://drchris.teachtown.com/2009/06/18/the-importance-of-generalization/. Generalization Objectives. Program Analysis. . Rahul Sharma, Aditya V. . Nori. , Alex Aiken. Stanford MSR India Stanford. Observation. int. . i. = 1, j = 0;. while . (. i. <=5) {. . j . = . j+i. . Vitaly Feldman. Accelerated Discovery Lab. IBM Research - . Almaden. . Cynthia . Dwork. Moritz . Hardt. Toni . Pitassi. Omer . Reingold. . Aaron Roth. Microsoft Res. Google Res. U. of Toronto Samsung Res. March 20. https://arxiv.org/abs/1606.03966. The Decision Service. ??. Ex: . Which news?. Repeatedly: . Observe features of . user+articles. Choose a news article.. Observe click-or-not. Goal: Maximize fraction of clicks. . Machine Learning. By:. WALEED ABDULWAHAB YAHYA AL-GOBI. MUHAMMAD BURHAN HAFEZ. KIM HYEONGCHEOL. HE RUIDAN. SHANG XINDI. . Overview. Introduction: . online learning vs. offline learning. Predicting from Expert Advice. Number Theoretic Transform and Its Inverse. . Note. ：. (. 1) . M. is a . prime number. , (mod . M. ): . 是指除以 . M. . 的餘數. (2) . N. is a factor of . M. −1. . (Note: when . © 2015 Cengage Learning. MGMT7. © 2015 Cengage Learning. 5-1. discuss the benefits and pitfalls of planning. 5-2 . describe how to make a plan that works. 5-3 . discuss how companies can use plans at all management levels, from top to bottom. By: Cami Brenner. Fear Learning. Usually thought to occur in the amygdala. Long term potentiation leads to a synaptic plasticity. Known as learning. A learned fear can be common in disorders related to stress/fear. Jay McClelland, . Stanford University. Effects of . Hippocampal. Lesions in Humans. Intact performance on tests of general intelligence, world knowledge, language, digit span, … . Dramatic . deficits in formation of some types of new . Li. 2,4. *, . Peilin. Zhao. 3. , . Pheng. -Ann Heng. 2. , Wei Gong. 1. 1. University of Science and Technology of China, . 2. The Chinese University of Hong Kong,. 3. Tencent AI Lab, . 4. Zhejiang Lab .