cbe-xx258
Class materials for CBE 20258
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ndcbe/cbe-xx258
cbe-xx258
Table of Contents
Data Index
Python Module Index
Chapter 1.0 Python Primer
1.1 Welcome to Jupyter Notebooks and Vocareum
1.2 Learning Python Basics
1.3 Flow Control and Pseudocode
1.4 Functions, Scoping, and Other Fun Stuff
1.5 List, Dictionaries, and Enumeration
1.6 Linear Algebra with Numpy and Scipy
1.7 Visualization with matplotlib
1.8 Manipulating Data with Pandas
1.9 Functions as Arguments
1.10 Testing and Debugging in Python
Chapter 2.0 Linear Algebra
Chapter 3.0 Numeric Linear Algebra
Chapter 4.0 Algorithm Building Blocks
Chapter 5.0 Nonlinear Systems of Equations
Chapter 6.0 Computational Optimization
Chapter 7.0 Numeric Integration
Chapter 8.0 Descriptive Statistics and Data Visualization
Chapter 9.0 Probability Theory
Chapter 10.0 Common Probability Distributions
Chapter 11.0 Uncertainty and Error Propagation
Chapter 12.0 Statistical Inference
Chapter 13.0 Regression
Chapter 14.0 Advanced Regression
Chapter 15.0 Design of Experiments
Chapter 16.0 Bayesian Statistics