165: Differential Equations

Intro topic: Revisiting the power of SpreadsheetsNews/Links:LK-99 Isn’t a Superconductorhttps://www.nature.com/articles/d41586-023-02585-7Normalizing Flowshttps://pyro.ai/examples/normalizing_flows_i.htmlHow is llama.cpp possible?https://finbarr.ca/how-is-llama-cpp-possible/Chat with open source large language modelshttps://chat.lmsys.org/Book of the ShowPatrick: Math with Bad Drawings by Ben Orlinhttps://amzn.to/44dsgDzJason: Overboard! https://play.google.com/store/apps/details?id=com.InkleLtd.Overboard Nhl=en_US&gl=US Patreon Plug https://www.patreon.com/programmingthrowdown?ty=hTool of the ShowPatrick: ffmprovisr https://amiaopensource.github.io/ffmprovisr/Jason:Pandas read_ods() read_excel()Topic: Differential EquationsWhy should programmers learn about DiffEqLaw of Large NumbersWhat are differential equations?When you know the rate of changeEigenVectors & EigenValuesWhat is Jacobian What is Jacobian? | The right way of thinking derivatives and integralsSpecial casesPartial Differential EquationsOrdinary Differential EquationsWhy solvers are importantNumerical Stability at larger step sizesExample: https://medium.com/@pukumarathe/eulers-method-and-runge-kutta-4th-order-method-in-python-b4a0068a8ebe Fun ExamplesPredator-Prey relationships in scipyhttps://scientific-python.readthedocs.io/en/latest/notebooks_rst/3_Ordinary_Differential_Equations/02_Examples/Lotka_Volterra_model.html Physics Engines for gameshttps://youtu.be/52n2qKgwW_Q PageRankhttps://arxiv.org/pdf/2001.08973.pdf

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Programming Throwdown

Patrick Wheeler and Jason Gauci

164: Choosing a Database For Your Project With Kris Zyp

166: Speedy Database Queries with Lukas Fittl

Download Audio File

**Intro topic: Revisiting the power of Spreadsheets

**News/Links:

• LK-99 Isn’t a Superconductor

• https://www.nature.com/articles/d41586-023-02585-7

• Normalizing Flows

• https://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 Orlin

• https://amzn.to/44dsgDz

• Jason:

• Overboard! https://play.google.com/store/apps/details?id=com.InkleLtd.Overboard 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 DiffEq

• Law 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

Original source

📄 2001.08973.pdf