Data 140 · Probability for Data Science

Web Name: Data 140 · Probability for Data Science

WebSite: http://www.prob140.org

ID:315343

Keywords:

middot,Data,Science,for

Description:


Fall 2022 - Ani Adhikari

Week 0 Overview

Getting Started

Prerequisites Course Information

Week 1

Introduction

Week 1 Study Guide Lab 1: Birthday Attack (Due 9/6 at 11:59PM) Homework 1 (Due 8/29 at 11:59PM)

Week 2

Random Variables and Symmetry

Week 2 Study Guide Homework 2 (Due 9/6 at 12 noon)

Week 3

Random Counts and Poissonization

Week 3 Study Guide Lab 2: Total Variation (Part A due 9/12 at 11:59PM) Homework 3 (Due 9/12 at 11:59PM) [See Ed for Q4 update!!]

Week 4

Expectation

Week 4 Study Guide Lab 2: Total Variation (Part B due 9/19 at 11:59PM) Homework 4 (Due 9/19 at 11:59PM) WeekContentAssignments 1 Probability: axioms, rules, approximation
Week 1 Study Guide Lab 1: Birthday Attack (Due 9/6 at 11:59PM)
Homework 1 (Due 8/29 at 11:59PM)
2 Random variables: distributions, equality, conditioning
Symmetry and collections of events
Week 2 Study Guide Homework 2 (Due 9/6 at 12 noon)
3 Binomial and related counts; a Poisson limit
Quiz 1 on 9/7
Independence and Poissonization
Week 3 Study Guide Lab 2: Total Variation (Part A due 9/12 at 11:59PM)
Homework 3 (Due 9/12 at 11:59PM)
4 Expectation
Expectation and Additivity
Week 4 Study Guide Lab 2: Total Variation (Part B due 9/19 at 11:59PM)
Homework 4 (Due 9/19 at 11:59PM)
5 Expectation by Conditioning
Quiz 2 on 9/21
Long run behavior of Markov Chains
6 Balance
Markov Chain Monte Carlo
7 Midterm on 10/4
SD and tail bounds
8 Covariance and its uses
Central Limit Theorem
9 Probability densities
Transformations
10 Joint Densities
Quiz 3 on 10/26
Independent normal and gamma variables
11 Moment generating functions and Chernoff bound
MLE; Conditioning; MAP Estimates
12 The beta and the binomial
Prediction and Error
13 Variance by Conditioning
Quiz 4 on 11/16
Random vectors; multivariate normal
14 Correlation and simple regression 15 Multiple regression I
Multiple regression II
16 RRR Week 17 Final Exam on 12/13 8:00 AM - 11:00 AM

TAGS:middot Data Science for

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