Generative AI: PEFT & RLHF, Intelligent Doc Processing, RL with Ray & SageMaker
Details
RSVP Webinar: https://www.eventbrite.com/e/webinarkubeflow-tensorflow-tfx-pytorch-gpu-spark-ml-amazonsagemaker-tickets-45852865154
Talk #0: Introductions and Meetup Announcements
By Chris Fregly and Antje Barth, Principal Developer Advocates, AI and machine learning @ AWS
5min Lightning Talk:
Generative AI Parameter Efficient Fine Tuning (PEFT), Prompt Tuning, and Reinforcement Learning with Human Feedback (RLHF) workflows
By Chris Fregly
Talk #1: Amazon Intelligent Document Processing (IDP) with AI Services and Generative AI
By Sonali Sahu, Principal Solutions Architect AI Services, Anjan Biswas, Sr. Specialist Solutions Architect AI Services
Intelligent Document Processing (IDP) is an increasingly popular use case across many industry verticals such as BFSI, healthcare and life sciences, legal, public sector, Ed tech and more. In this session, you will learn about Amazon’s IDP value proposition, the AWS AI services involved, and how Generative AI can augment IDP workflows to modernize your document processing needs.
Talk #2: Portfolio optimization through multidimensional action optimization using Reinforcement Learning with Ray and Amazon SageMaker
By Dilshad Raihan Akkam Veettil, Data Scientist @ AWS
Learn how to perform multi-dimensional action masking and train a reinforcement learning agent for portfolio optimization with Ray and Amazon SageMaker. Action masking enables one to efficiently train RL agents while enforcing inadmissibility constraints on the action space.
RSVP Webinar: https://www.eventbrite.com/e/webinarkubeflow-tensorflow-tfx-pytorch-gpu-spark-ml-amazonsagemaker-tickets-45852865154
Zoom link: https://us02web.zoom.us/j/82308186562
Related Links
O'Reilly Book: https://www.amazon.com/dp/1492079391/
Website: https://datascienceonaws.com
Meetup: https://meetup.datascienceonaws.com
GitHub Repo: https://github.com/data-science-on-aws/
YouTube: https://youtube.datascienceonaws.com
Slideshare: https://slideshare.datascienceonaws.com