1. Introduction to Machine Learning 2. Reminders HW6 posted All HW solutions posted 3. A Review You will be asked tolearn the parametersof a probabilistic model of C given…

Slide 1week 101 Order Statistics The order statistics of a set of random variables X 1, X 2,…, X n are the same random variables arranged in increasing order. Denote by…

Slide 1INTRODUCTIONCS446 Fall 12 CS 446: Machine Learning Dan Roth University of Illinois, Urbana-Champaign [email protected] http://L2R.cs.uiuc.edu/~danr 3322 SC Slide 2…

Slide 1 Slide 2 Chapter 11 Polynomials Slide 3 11-1 Add & Subtract Polynomials Slide 4 Monomial A constant, a variable, or a product of a constant and one or more variables…

Slide 1New Horizons in Machine Learning Avrim Blum CMU This is mostly a survey, but last part is joint work with Nina Balcan and Santosh Vempala [Workshop on New Horizons…

I I T T T A A 1 2 3 4 5 6 7 Which case studies/topics are relevant for each? Big Budget with lots of tech used & stars = Mass distribution, huge amounts of marketing…

Slide 1Stream flow rate prediction x = weather data f(x) = flow rate Slide 2 2 Transfer Learning and MTL Instance Space X Training Examples Testing Examples ( x, f(x)) Model…

Slide 1Verifying Executable Object-Oriented Specifications with Separation Logic Stephan van Staden, Cristiano Calcagno, Bertrand Meyer Slide 2 Introduction Executable and…

Slide 1 Practical Online Active Learning for Classification Claire Monteleoni (MIT / UCSD) Matti Kääriäinen (University of Helsinki) Slide 2 Online learning Forecasting,…

Slide 13.1-3.2 Solving Inequalities Using Addition & Subtraction Slide 2 An inequality is like an equation, but instead of an equal sign (=) it has one of these signs:…