Distributions and Concepts
in Probability Theory
10601 Recitation
Pengtao Xie
9/7/2013
1
Outline
Important Distributions
Exponential Family Distribution
Conjugate Prior
9/7/2013
2
Distributions
Usage in machine learning
Expectation and variance
Bern
Support Vector Machines
1
Review Of The Perceptron
2
History
Perceptron: c. 1957 Rosenblatt
finished high school in 1946
prototyped s/w in 1957, h/w in 1960 at Cornell
A handsome bachelor, he drove a classic MGA sports
car and was often seen with his cat
Probability Basics
Bayesian Networks and Point Estimation
Recitation: Probability Review
Guanyu Wang
Carnegie Mellon University
[email protected]
September 9, 2013
Guanyu Wang
Recitation: Probability Review
Probability Basics
Bayesian Networks and Po
10601 Machine Learning Assignment 2:
Naive Bayes and Voted Perceptron
Due: Sept. 18th, 23:59 EST, via AutoLab
Late submission due: Sept. 20th, 23:59 EST with 50% discount of credits
TAs-in-charge: Guanyu Wang, William Wang
Policy on Collaboration among St
Introduction to
Machine Learning
William Wang
3rd year PhD in Machine Learning
Language Technologies Institute
CMU School of Computer Science
Outline
Introduction to Machine Learning
A Review of Basic Statistics Concepts
Na Bayes classifier
ve
What Can
CS229 Lecture notes
Andrew Ng
Part V
Support Vector Machines
This set of notes presents the Support Vector Machine (SVM) learning algorithm. SVMs are among the best (and many believe are indeed the best)
o-the-shelf supervised learning algorithm. To tell
10-601/10-701 Pre-requisites
Although many students find the machine learning class to be very rewarding, the class
does assume that you have a basic familiarity with several types of math. Before taking
the class, you should evaluate whether you have the
Probability Review
Rob Hall
September 9, 2010
What is Probability?
Probability reasons about a sample, knowing the population.
The goal of statistics is to estimate the population based on a sample.
Both provide invaluable tools to modern machine learning
Probability Basics
Bayesian Networks and Point Estimation
Recitation: Assignment 1Probability Review
Guanyu Wang
Carnegie Mellon University
[email protected]
September 16, 2013
Guanyu Wang
Recitation: Probability Review
Probability Basics
Bayesian Ne