Lecture 06: Continual Learning (FSDL 2022) скачать в хорошем качестве

Lecture 06: Continual Learning (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 what it takes to build a continual learning system around a machine learning model. 0:00:00 Overview 0:03:38 How to think about continual learning 0:07:35 Periodic retraining 0:10:24 Iterating on your retraining strategy 0:12:34 Metrics for monitoring ML models 0:31:06 Tools and tests for metric monitoring 0:34:47 Retraining strategy: logging 0:37:24 Retraining strategy: data curation 0:47:06 Retraining strategy: training triggers 0:51:43 Retraining strategy: dataset formation 0:55:34 Retraining strategy: offline testing 0:59:46 Retraining strategy: online testing 1:00:21 A concrete continual learning workflow 1:03:53 Take-aways 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!