[math-ias] Upcoming Machine Learning Workshops from PICSciE/RC

Theresa Arzadon-Labajo tarzadon at ias.edu
Tue Feb 27 16:43:13 EST 2024


Dear School of Math Faculty and Visiting Scholars : 

Please consider attending these upcoming workshops by Hugging Face and Google Cloud Platform: 


[ https://my.princeton.edu/PICSciERC/rsvp_boot?id=1941017 | Reinforcement
 Learning from Human Feedback with Hugging Face ] 
Thursday, March 7, 2024 at 4:30-6:00 PM 
Location: Lewis Library 120 
Speaker: Costa Huang, Machine Learning Engineer, Hugging Face 

This workshop explores recent technological advances in training large language models (LLMs) with reinforcement learning from human feedback (RLHF). The speaker will discuss the pioneering works in RL and RLHF and how they led to the creation of ChatGPT. He'll also delve into the challenges and accomplishments of open-source RLHF and more recent techniques like Direct Policy Optimization (DPO). The workshop concludes with a hands-on exercise using Google Colab, where you'll gain practical experience with Hugging Face's open-source RLHF library for training your own models. 

REGISTRATION: IAS members are welcome to attend. Please write to Andrea Rubinstein ( [ mailto:alrubins at princeton.edu | alrubins at princeton.edu ] ) to register. 




[ https://my.princeton.edu/PICSciERC/rsvp_boot?id=1941111 | A.I.
 Tools for Your Research with Google Cloud Platform ] 
Monday, March 11, 2024 at 10:00 AM - 12:00 PM (and then lunch) 
Location: 399 Julis Romo Rabinowitz Building 
Speakers: Google Cloud Platform Staff 

Join Google to learn about cutting-edge AI tools to accelerate your research work. 

REGISTRATION: IAS members are welcome to attend. Please write to Andrea Rubinstein ( [ mailto:alrubins at princeton.edu | alrubins at princeton.edu ] ) to register. 

AGENDA 

10:00 AM - 10:10 AM: Welcome, setup and introductions 

10:10 AM - 10:25 AM: Gen AI Use Cases for Higher Ed/Researchers 


    * Gen AI for Research Grants (Use Google-like search to sift through 1000s of available grants online and use Gen AI to draft a personalized application response). 

10:25 AM - 11:10 AM: Vertex AI Search & Conversation 


    * (Hands-on Lab): Build Vertex AI Search app. Ingest your internal docs/website and combine it with Google’s search and Gen AI capabilities to provide relevant, contextual answers grounded in factuality. 

11:10 AM - 12:00 PM: Introduction to Gemini & Multi-modal capabilities 


    * Use Gemini to solve and reason through complex math and physics problems; understand nuance to detect errors even with handwritten problems 
    * Summarize and extract insights from scientific papers 
    * (Hands-on Lab) Use Google Cloud’s AutoML to perform tasks such as object tracking and classification on videos. 

12:00 PM - 1:00 PM: Q&A and Wrap-up 


    * Lunch will be provided for all participants. Open forum for participants to ask questions and discuss their specific needs and challenges with Google staff. 




For all PICSciE/RC workshops see our [ https://researchcomputing.princeton.edu/learn/workshops-live-training | 
Spring 2024 Workshops page ] . 

Questions? Please write to the PICSciE/RC Training Lead Jonathan Halverson (halverson at princeton.edu). 

Jon 
-- 
Jonathan D. Halverson, Ph.D. 
Research Software and Computing Training Lead 
Princeton Institute for Computational Science and Engineering 
346 Lewis Library | 609-258-9575 | halverson at princeton.edu 
Princeton University 

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