Building Data Science with Foundation LLM Models - Talk Python to Me Ep. 526 скачать в хорошем качестве

Building Data Science with Foundation LLM Models - Talk Python to Me Ep. 526

Today, we’re talking about building real AI products with foundation models. Not toy demos, not vibes. We’ll get into the boring dashboards that save launches, evals that change your mind, and the shift from analyst to AI app builder. Our guide is Hugo Bowne-Anderson, educator, podcaster, and data scientist, who’s been in the trenches from scalable Python to LLM apps. If you care about shipping LLM features without burning the house down, stick around. ▬▬▬▬ About the podcast ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ This video is the uncut, live recording of the Talk Python To Me podcast ( https://talkpython.fm ). We cover Python-focused topics every week and publish the edited and polished version in audio form. Subscribe in your podcast player of choice (100% free) at https://talkpython.fm/subscribe. ▬▬▬▬ Guests ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Hugo Bowne-Anderson ▬▬▬▬ Links and resources from the show ▬▬▬▬▬▬▬▬▬▬▬▬ Hugo Bowne-Anderson: https://x.com/hugobowne Vanishing Gradients Podcast: https://vanishinggradients.fireside.fm Fundamentals of Dask: High Performance Data Science Course: https://training.talkpython.fm/course... Building LLM Applications for Data Scientists and Software Engineers: https://maven.com/hugo-stefan/buildin... marimo: a next-generation Python notebook: https://marimo.io DevDocs (Offline aggregated docs): https://devdocs.io Elgato Stream Deck: https://www.elgato.com/us/en/p/stream... Sentry's Seer: https://talkpython.fm/seer The End of Programming as We Know It: https://www.oreilly.com/radar/the-end... LorikeetCX AI Concierge: https://www.lorikeetcx.ai Text to SQL & AI Query Generator: https://www.text2sql.ai Inverse relationship enthusiasm for AI and traditional projects: https://www.oreilly.com/radar/wp-cont... ▬▬▬▬ Dive deeper ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Listen to the Talk Python To Me podcast at https://talkpython.fm and explore over 275 hours of Python courses at https://training.talkpython.fm/courses. ▬▬▬▬ Follow us on Social ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ Mastodon: Michael - https://fosstodon.org/@mkennedy & Talk Python - https://fosstodon.org/@talkpython Bluesky: Michael - https://bsky.app/profile/mkennedy.codes & Talk Python - https://bsky.app/profile/talkpython.fm X: Michael - https://x.com/mkennedy & Talk Python - https://x.com/talkpython ▬▬▬▬ Chapters / Topics ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 00:00 Welcome and Introduction 00:14 Evolution of Data Science 01:33 AI Assisted Programming 04:13 Guest Introduction: Data/AI Building & Teaching 12:28 Data Science Tools and Trends 27:53 AI Tools for Data Science 28:12 Levels of AI Assisted Coding 34:58 Integrating AI Tools in Various Platforms 35:22 Proactive AI Systems and Future Prospects 36:32 Challenges and Limitations of AI Systems 38:07 AI in Data Science and SQL Code Generation 39:22 The Role of AI in Software Development 43:29 Evaluating AI-Powered Applications 53:06 Exploratory Data Analysis with AI 55:53 Building and Managing AI-Powered Software 01:05:43 Advice for Aspiring Data Scientists 01:09:55 Conclusion and Final Thoughts