Module 10: Time Series Analysis and Forecasting
Module 9: Model Selection and Regularization
Module 8: Feature Engineering and Overfitting
Module 7: Linear and Multiple Regressions
Module 6: Data Clustering and Principal Component Analysis (PCA)
Module 5: Practical Application 1
Module 4: Fundamentals of Data Analysis
Activities
11 Video Lectures
Codio Activity 4.1: Basic Joins on Datasets
Codio Activity 4.2: Complex Joins on Datasets
Codio Activity 4.3: Creating Scatterplots, Histograms, and Distribution Plots
Codio Activity 4.4: Creating Violin, Box, and Joint Plots
Codio Activity 4.5: String Operations
Codio Activity 4.6: Data Cleaning
Try-It Activity 4.1: More Sophisticated Plotting
Try-It Activity 4.2: Analyzing a Real-World Dataset
Quiz 4.1: The Fundamentals of Data Analysis
Feedback Survey
Module 03 Introduction to Data Analysis
Activities
Discussion 3.1: The Applications of the Data Science Lifecycle
Codio Activity 3.1: pandas Basics
Codio Activity 3.2: The Basics of Data Visualization
Codio Activity 3.3: Replicating Data Visualizations
Codio Activity 3.4: Aggregation Operations
Codio Activity 3.5: Sorting and Aggregating
Codio Activity 3.6: Indexing
Codio Activity 3.7: Filtering
Codio Activity 3.8: Combining Data Analysis Techniques
Try-It Activity 3.1: Creating Data Visualizations
Quiz 3.1: Introduction to Data Analysis
Feedback Survey