Data 8

Spring 2020

Lab Slides (Spring 2020)

Lab 1: Introduction

Lab 2: Causality and Table Operations

Lab 3: Data Types and Table Manipulation

Lab 4: Plots and Functions

Project 1 Lab: Groups, Joins, and Pivots

Lab 5: Iteration and Conditionals

Lab 7: A/B Testing

Project 2 Lab: Bootstrap and Confidence Intervals

Lab 8: Central Limit Theorem, Sample Means, and Correlation

Lab 9: Linear Regression and Residuals

Project 3 Lab: Residuals and Regression Inference

Lab 10: Classification, k-Nearest Neighbours, and Conditional Probability

Fall 2019

Lab Slides (Fall 2019)

Lab 1: Introduction

Lab 2: Causality, Expressions, and Table Operations

Lab 3: Data Types, Sequences, and Tables

Lab 4: Plots and Functions

Lab 5: Probability and Sampling

Lab 6: Hypothesis Testing

Lab 7: A/B Testing

Lab 8: Bootstrapping and Confidence Intervals

Lab 9: Central Limit Theorem and Sample Means

Lab 10: Inference Review (Hypothesis Testing, A/B Testing, and Confidence Intervals)

Lab 11: Classification and k-Nearest Neighbours

Lab 12: Residuals

Lab Notebooks (Fall 2019)

Lab 2: Causality, Expressions, and Table Operations

Lab 3: Data Types, Sequences, and Tables

Lab 4: Plots and Functions