Programming Throwdown

165: Differential Equations

Intro topic: Revisiting the power of SpreadsheetsNews/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 ShowPatrick: Math with Bad Drawings by Ben Orlinhttps://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=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 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 casesPartial Differential Equations Ordinary Differential Equations Why solvers are importantNumerical Stability at larger step sizes Example: https://medium.com/@pukumarathe/eulers-method-and-runge-kutta-4th-order-method-in-python-b4a0068a8ebe  Fun ExamplesPredator-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  ★ Support this podcast on Patreon ★

164: Choosing a Database For Your Project With Kris Zyp

Things to consider when choosing a database Speed & Latency Consistency, ACID Compliance Scalability Language support & Developer Experience Relational vs. Non-relational (SQL vs. NoSQL) Data types Security Database environmentClient vs Server access Info on Kris & Harper: Website: harperdb.io Twitter: @harperdbio, @kriszyp Github: @HarperDB, @kriszyp ★ Support this podcast on Patreon ★

163: Recursion

Episode 163 - RecursionIntro topic: Electric CarsNews/Links: Snake Game in 101 Bytes in a QR Codehttps://www.reddit.com/r/programming/comments/15ab4ct/my_qr_code_snake_game_is_now_only_101_bytes/ Superconductor Rumors aboundhttps://arstechnica.com/science/2023/08/whats-going-on-with-the-reports-of-a-room-temperature-superconductor/ OpenWormhttps://github.com/openworm/OpenWorm Creator of vim passes away https://news.itsfoss.com/vim-creator-passed-away/ Book of the Show Patrick:Little Book of Common Sense Investing by Jack Bogle https://amzn.to/43YqANR Jason: Mistborn Saga: https://amzn.to/3DJkUN8 Patreon Plug https://www.patreon.com/programmingthrowdown?ty=hTool of the Show Jason:reMarkable https://remarkable.com/ Patrick: Stellarium (iOS and Android) Topic: Recursion What is it Divide-And-Conquer Fibonacci numbers How to (not) teach recursion Practical Applications Graph operations Tree retrieval, balancing Graph Search Spatial partitioning PitfallsStack size How to solve problems with recursion (1) Consider the base cases (2) Build the recursive step (3) Look for ways the recursion will not terminate and fix (4) (rest are optional) Remove global contexts (5) Add memoization (6) Build solutions incrementally ★ Support this podcast on Patreon ★

162: Interactive Fiction

In the latest episode of Programming Throwdown, we delve into the captivating world of interactive fiction. We explore: Wordnet, Inform, and how games in the past have been the forerunners of today’s NLP challenges. 00:00:22 Introductions00:00:39 To hard mode or not to hard mode00:08:58 No moats in Google00:16:37 Stable Diffusion blows Jason’s mind00:21:31 Putting beats together00:23:38 GPT4All00:27:44 White Sand00:35:28 Fortuna00:38:55 Patrick’s ‘dirty’ secret00:47:20 Wordnet00:53:56 Procedural generation00:57:29 On tabletop RPGs01:00:48 Inform01:07:27 FarewellsResources mentioned in this episode:Join the Programming Throwdown Patreon community today: https://www.patreon.com/programmingthrowdown?ty=h Subscribe to the podcast on Youtube: https://www.youtube.com/@programmingthrowdown4793 News/Links:Google: We have no moat and neither does OpenAIhttps://www.semianalysis.com/p/google-we-have-no-moat-and-neither Stable Diffusion QR Codes https://stable-diffusion-art.com/qr-code/  Beginning to Make Musichttps://learningmusic.ableton.com/ GPT4Allhttps://gpt4all.io/index.html Wordnet:https://wordnet.princeton.edu/ Inform:https://en.wikipedia.org/wiki/Inform Book of the ShowPatrick:White Sand https://amzn.to/43CPMKA Jason: The Fortuna https://www.generativefiction.com/ Tool of the ShowJason:Gatsby.js https://www.gatsbyjs.com/ Patrick: Peglin https://store.steampowered.com/app/1296610/Peglin/   If you’ve enjoyed this episode, you can listen to more on Programming Throwdown’s website: https://www.programmingthrowdown.com/ Reach out to us via email: programmingthrowdown@gmail.com You can also follow Programming Throwdown on Facebook | Apple Podcasts | Spotify | Player.FM | Youtube Join the discussion on our DiscordHelp support Programming Throwdown through our Patreon ★ Support this podcast on Patreon ★

161: Leveraging Generative AI Models with Hagay Lupesko

MosaicML’s VP Of Engineering, Hagay Lupesko, joins us today to discuss generative AI!  We talk about how to use existing models as well as ways to finetune these models to a particular task or domain. 00:01:28 Introductions00:02:09 Hagay’s circuitous career journey00:08:25 Building software for large factories00:17:30 The reality of new technologies00:28:10 AWS00:29:33 Pytorch’s leapfrog advantage00:37:24 MosaicML’s mission00:39:29 Generative AI00:44:39 Giant data models00:57:00 Data access tips01:10:31 MPT-7B01:27:01 Careers in Mosaic01:31:46 FarewellsResources mentioned in this episode:Join the Programming Throwdown Patreon community today: https://www.patreon.com/programmingthrowdown?ty=h Subscribe to the podcast on Youtube: https://www.youtube.com/@programmingthrowdown4793 Links:Hagay Lupesko:Linkedin: https://www.linkedin.com/in/hagaylupesko/ Twitter: https://twitter.com/hagay_lupesko Github: https://github.com/lupesko MosaicML:Website: https://www.mosaicml.com/ Careers: https://www.mosaicml.com/careers Twitter: https://twitter.com/MosaicML Linkedin: https://www.linkedin.com/company/mosaicml/ Others:Amp It Up (Amazon): https://www.amazon.com/Amp-Unlocking-Hypergrowth-Expectations-Intensity/dp/1119836115 Hugging Face Hub: https://huggingface.co/  If you’ve enjoyed this episode, you can listen to more on Programming Throwdown’s website: https://www.programmingthrowdown.com/ Reach out to us via email: programmingthrowdown@gmail.com You can also follow Programming Throwdown on Facebook | Apple Podcasts | Spotify | Player.FM | Youtube Join the discussion on our DiscordHelp support Programming Throwdown through our Patreon ★ Support this podcast on Patreon ★