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Introduction - Course Overview and Housekeeping
Week 1 (Intro to Data Science and Visualization)
Welcome to Week 1
Text
Overview of Data Science and Its Applications
Video
Essential Skills for Data Scientists
Video
Overview of the Data Science life-cycle
Text
Data Types and Basic Data Visualization Techniques
Video
Code-snippets: Data visualization basics
Text
Careful about Pie Charts
Text
Two more important things on tables...
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Self-test on SQL
Selbsttest
Solution sheet: SQL Quiz
Benoteter Test
Assignment Week 1
Benoteter Test
Week 2 (EDA and Statistical Analysis)
Welcome to Week 2
Text
Introduction to EDA
Video
Notebook on EDA and 911 dataset
Text
Solution sheet: Titanic EDA Quiz
Benoteter Test
Techniques for Handling Missing Values
Video
More on Handling Missing Data in Practice
Text
Univariate Analysis
Video
Code-snippets: Univariate Analysis
Text
Data Formatting and Normalization
Video
Bivariate Analysis
Video
Notebook on Bivariate Analysis
Text
Bivariate Analysis Quiz
Selbsttest
Live-Stream #1 (Optional, but educational ;-)
Video
Solution sheet: Anscombe's Quartet Quiz
Benoteter Test
Forum activity: How well do descriptive metrics describe a dataset?
Text
More remarks on Multivariate analysis (MVA)
Text
Self-test on MVA
Selbsttest
Solution sheet: MVA Quiz
Benoteter Test
Assignment Week 2
Benoteter Test
Week 3 (Machine Learning)
Welcome to Week 3
Text
Introduction to Machine Learning
Video
Linear Regression
Video
Linear Regression Notebook
Text
Linear Regression Quiz
Selbsttest
Decision Trees Part 1
Video
Decision Trees Part 2
Video
Decision Trees notebook
Text
Decision Trees Quiz
Selbsttest
Logistic Regression
Video
Logistic Regression Notebook
Text
Solution sheet: Logistic Regression
Benoteter Test
Additional info on KNN
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Self-test on KNN
Selbsttest
Solution sheet: KNN Quiz
Benoteter Test
Assignment Week 3
Benoteter Test