Lecture 08: ML Teams and Project Management (FSDL 2022) скачать в хорошем качестве

Lecture 08: ML Teams and Project Management (FSDL 2022)

New course announcement ✨ We're teaching an in-person LLM bootcamp in the SF Bay Area on November 14, 2023. Come join us if you want to see the most up-to-date materials building LLM-powered products and learn in a hands-on environment. https://www.scale.bythebay.io/llm-wor... Hope to see some of you there! --------------------------------------------------------------------------------------------- In this video, we cover how to build ML teams, how to get hired in ML, and how to design ML products. 0:00:00 Why managing ML products is hard 0:02:52 Roles in ML teams: MLEs, MLRs, DSs 0:10:01 Hiring and getting hired in ML 0:25:56 Organizational archetypes: from ad hoc ML to ML-first 0:33:34 Building ML teams 0:36:31 Managing ML teams and products 0:39:12 How to manage ML projects better 0:42:54 "Managing up" in ML 0:45:12 ML PMs are well-positioned to educate the org 0:47:57 What is the "Agile for ML"? 0:49:34 Best practices for ML product design 1:02:30 Summary Detailed notes and slides: https://fullstackdeeplearning.com/cou... Subscribe to our channel and sign up at https://fullstackdeeplearning.com/cou... to follow along with the 2022 course!