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Data Science for Engineers
Data Science for Engineers
Software Setup
How To Use These Materials
Course Topics and Schedule
Challenge Submission Instructions
Class Recordings
Demo Notebooks
Demo Notebook 2022-06-20
Demo Notebook 2022-06-27
Demo Notebook 2022-07-06
Demo Notebook 2022-07-11
Demo Notebook 2022-07-18
Office Hours Schedule
Exercise Solutions
Introduction to Jupyter Notebooks
Vis: Data Visualization Basics
Data: Isolating Data
Tips for This Course
Stats: Introduction to Exploratory Data Analysis
Grama: Basics
Vis: Bar Charts
Data: Deriving Quantities
Vis: Histograms
Stats: Real and Erroneous Sources of Variability
Vis: Scatterplots and Layers
Grama: Model Building
Data: Pivoting Data
Grama: Model Evaluation
Vis: Lines and Related Geometries
Stats: Descriptive Statistics
Data: Separating and Uniting Columns
Data: Joining Datasets
Vis: Small Multiples
Grama: Exploratory Model Analysis
Stats: Distributions
Grama: Fitting Functions
Stats: Confidence Intervals and the CLT
Stats: Fundamentals of Statistical Process Monitoring
Grama: Fitting Univariate Distributions
Grama: Fitting Multivariate Distributions
Grama: Design Under Uncertainty
Index