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Schedule

Week
Tutorial Content
Wednesday Lecture
Friday Lecture
HW Issued

44

Course Overview

Chapter 1

45
Installing R & Packages (Stan, tensorflow)

Intro to R

Chapter 2

Data & Data Handling

Chapter 3

HW 1
46
Using R, Data Handling / Wrangling

Data Wrangling

Chapter 4

NO LECTURE

HW 2
47
More R, Wrangling, Summary Stats

NO LECTURE

Summary Statistics

Chapter 5

HW 3
48
Summary statistics

Plotting 1

Chapter 6

Plotting 2

Chapter 6

HW 4
49
Plotting

NO LECTURE

Probability Basics

Chapter 7

50
Probability calculus

NO LECTURE

Models

Chapter 8

HW 6
51
Probability calculus, models

Parameter Estimation 1

Chapter 9

Parameter Estimation 2

Chapter 9

HW 7

CHRISTMAS BREAK

2
Parameter Estimation

Classical Testing 1

Chapter 10

Classical Testing 2

Chapter 10

HW 8
3
Classical Testing

Classical Testing 3

Chapter 10

Impact of Statistical Practices (T. Roettger)

HW 9
4
Hypothesis Testing

Model Comparison

Chapter 13

Bayesian Hypothesis Testing

Chapter 14

HW 10
5
Bayesian Hypothesis Testing

Simple Regression

Chapter 15

Generalized Regression

Chapter 16

HW 11
6

Q&A

Final Exam

7

Cognitive Models in Data Analysis

Tools in the trunk

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