COS 324 - Introduction to Machine Learning

Fall 2017

Course home Outline and Lecture Notes Assignments


Readings


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Schedule

Date Lecture (click for notes) Readings Assignments Precepts
Thu, Sep 14 Introduction to machine learning MW survey Precept 1: p1.pdf
Tue, Sep 19 Basics of decision making and online learning MW survey Assignment 1: hw1.pdf
Thu, Sep 21 The power of randomness in learning Book 2 chapter 1 Precept 2: p2.pdf
Tue, Sep 26 PAC Learning - Part I Book 1 chapter 3 Assignment 2: pa1.pdf
Thu, Sep 28 PAC Learning - Part II Book 1 chapter 3 Precept 3: JupyterDemo.ipynb
Tue, Oct 3 From learning to optimization Book 1 chapters 8, 9.1 Assignment 3: hw3.pdf
Thu, Oct 5 Introduction to mathematical optimization Book 1 chapter 12 , Book 2 chapter 2 Precept 4: p4.pdf
Tue, Oct 10 Gradient descent Book 1 chapter 12 , Book 2 chapter 2 Assignment 4: hw4.pdf
Thu, Oct 12 Stochastic Gradient descent Book 1 chapter 14 , Book 2 chapter 3 Precept 5: p5.pdf
Thu, Oct 17 SGD for ERM - Part I Book 1 chapter 14 , Book 2 chapter 3 Assignment 5: hw5.pdf



Last update 17-Oct-2017 20:56:39