Table of Contents

Lecture Notebooks

• 01 Overview of some tools
• 02 Interacting with python
• 03 Working with git
• 04 Conversion table
• 05 Approximating derivatives
• 06 Genome of SARS-CoV-2 virus
• 07 Fibonacci primes
• 08 Numpy blitz
• 09 The SEIR model of infectious diseases
• 10 Singular value decomposition
• 11 Bikes on Tilikum Crossing
• 12 Visualizing geospatial data
• 13 Gambler's ruin
• 14 Google's PageRank
• 15 Supervised learning by regression
• 16 Unsupervised learning by PCA
• 17 Latent semantic analysis

Exercises

• Power sum
• Graph functions
• Argument passing
• Piecewise functions
• Row swap
• Averaging matrix
• Differentiation matrix
• Pairwise differences
• Hausdorff distance
• $k$-nearest neighbors
• Predator-prey model
• Column space
• Null space
• Pandas from dictionaries
• Iris flowers
• Stock prices
• Passengers on the Titanic
• Animate functions
• Insurance company
• Probabilities on small graphs
• Ehrenfest urns
• Power method for large graphs
• Google's toy graph
• Atmospheric carbon dioxide
• Ovarian cancer data
• Eigenfaces
• Word vectors

Projects

• Bisection
• Rise of CO$_2$ in the atmosphere
• COVID-19 cases in the west coast
• World map of COVID-19 cases
• Neighbor's color

Download everything

---

Author: Jay Gopalakrishnan
License: CC-BY-SA. ©2020