165: Differential Equations
Intro topic: Revisiting the power of Spreadsheets
News/Links:
LK-99 Isn’t a Superconductorhttps://www.nature.com/articles/d41586-023-02585-7
Normalizing Flowshttps://pyro.ai/examples/normalizing_flows_i.html
How is llama.cpp possible?https://finbarr.ca/how-is-llama-cpp-possible/
Chat with open source large language models
https://chat.lmsys.org/
Book of the Show
Patrick: Math with Bad Drawings by Ben Orlinhttps://amzn.to/44dsgDz
Jason: Overboard! https://play.google.com/store/....apps/details?id=com. Nhl=en_US&gl=US
Patreon Plug https://www.patreon.com/programmingthrowdown?ty=h
Tool of the Show
Patrick: ffmprovisr https://amiaopensource.github.io/ffmprovisr/
Jason:Pandas read_ods() read_excel()
Topic: Differential Equations
Why should programmers learn about DiffEqLaw of Large Numbers
What are differential equations?
When you know the rate of change
EigenVectors & EigenValues
What is Jacobian What is Jacobian? | The right way of thinking derivatives and integrals
Special cases
Partial Differential Equations
Ordinary Differential Equations
Why solvers are important
Numerical Stability at larger step sizes
Example: https://medium.com/@pukumarathe/eulers-method-and-runge-kutta-4th-order-method-in-python-b4a0068a8ebe
Fun Examples
Predator-Prey relationships in scipy
https://scientific-python.readthedocs.io/en/latest/notebooks_rst/3_Ordinary_Differential_Equations/02_Examples/Lotka_Volterra_model.html
Physics Engines for games
https://youtu.be/52n2qKgwW_Q
PageRank
https://arxiv.org/pdf/2001.08973.pdf
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