Michigan Institute for Data Science
Michigan Institute for Data Science
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Generative AI Tutorial Series: Putting it all Together, Farm-to-Table GenAI
Generative AI Tutorial Series: "Putting it all Together: Farm-to-Table GenAI"
(Recording only includes lecture portion of session)
About: Dr. Juan B. Gutiérrez, Professor and Chair of Mathematics at the University of Texas at San Antonio, will guide participants on how to constrain ChatGPT through custom instructions to maximize the likelihood of obtaining scientifically correct answers to your queries, with a focus on reproducibility. Develop (or hone) your ChatGPT skills developing an analysis pipeline for a real dataset that will teach you something you maybe did not know about your own community in the US (the 2018 Civil Rights Dataset from the Department of Education).
Instructor: Juan Gutiérrez, Professor and Chair of Mathematics, University of Texas at San Antonio
Overview: Generative AI is revolutionizing the landscape of research by enabling unprecedented levels of automation and innovation, and facilitating major breakthroughs across all research fields. In recognition of the opportunities this presents, the Michigan Institute of Data Science (MIDAS) and the College of Literature, Science, and the Arts (LSA) at the University of Michigan are co-hosting a series of tutorials on Generative AI during the Winter ’24 semester.
Visit our series page for more information: midas.umich.edu/generative-ai-tutorial-series
- Visit our homepage to learn more about data science and AI at the University of Michigan: midas.umich.edu/
- Sign up for the MIDAS newsletter: myumi.ch/rrxW3
- Twitter: @um_midas
- LinkedIn: linkedin.com/michigan-institute-for-data-science-midas
#datascience #artificialintelligence #generativeai #research
มุมมอง: 110

วีดีโอ

Generative AI Tutorial Series: Data Analysis, Quantitative Data
มุมมอง 28221 วันที่ผ่านมา
Generative AI Tutorial Series: "Data Analysis, Quantitative Data" About: In this open-ended session, we will try to get ChatGPT, Claude, and other LLMs to generate code and graphics - both classically in R and Bayesianly in Stan - for some of the most common models run in the social and physical sciences, starting with standard regression and working our way up to various nonlinear models (e.g....
GenAI Tutorial Series: From Search to Synthesis: AI Tools for Literature Discovery and Summarization
มุมมอง 246หลายเดือนก่อน
Generative AI Tutorial Series: "From Search to Synthesis: AI Tools for Literature Discovery and Summarization" 00:00 Introduction 01:01 Considerations 30:27 Literature Discovery 48:29 Summarizing and Synthesizing 01:27:06 Guidelines & Recommendations This session introduced generative AI tools that can assist you with literature discovery, summarization, and synthesis. Featured tools include Op...
Generative AI Tutorial Series: Text as Data
มุมมอง 2392 หลายเดือนก่อน
"Text as Data" About: an overview on generative AI tools for working with text data, including creating and analyzing data from a variety of sources; discussion of benefits, capabilities, and challenges including how to assess bias. Hands-on exercises focused on real-world examples using text data. Instructor Dr. Mark Hansen was the inaugural director for the David and Helen Gurley Brown Instit...
Generative AI Tutorial Series: An Introduction to Generative AI Tools for Research
มุมมอง 7623 หลายเดือนก่อน
About: Generative AI is revolutionizing the landscape of research by enabling unprecedented levels of automation and innovation, and facilitating major breakthroughs across all research fields. In recognition of the opportunities this presents, the Michigan Institute of Data Science (MIDAS) and the College of Literature, Science, and the Arts (LSA) at the University of Michigan are co-hosting a...
Generative AI Tutorial Series: Fine-tuning LLMs - Shane Storks
มุมมอง 7946 หลายเดือนก่อน
Generative AI is revolutionizing the landscape of research by enabling unprecedented levels of automation and innovation, and facilitating major breakthroughs across all research fields. To equip researchers with the necessary skills to transform their research with generative AI, the Michigan Institute for Data Science and the Michigan AI Laboratory jointly offered a series of tutorials in the...
GenAI Tutorial Series, "Making GenAI Better for You: Experimentation for Custom Research Solutions"
มุมมอง 1856 หลายเดือนก่อน
Generative AI is revolutionizing the landscape of research by enabling unprecedented levels of automation and innovation, and facilitating major breakthroughs across all research fields. To equip researchers with the necessary skills to transform their research with generative AI, the Michigan Institute for Data Science and the Michigan AI Laboratory jointly offered a series of tutorials in the...
AI-Driven Research Workflows: "Information Rich Strategies for Chemical Synthesis" - Tim Cernak
มุมมอง 1237 หลายเดือนก่อน
“Information Rich Strategies for Chemical Synthesis” Presentation abstract: Advancing the synthesis of small molecules is critical to the advent of new medicines, materials, and agrochemicals. Our lab has been exploring strategies in chemical synthesis - both in reaction method development and total synthesis - that leverage modern data science techniques and robotics. This presentation will sh...
AI-Driven Research Workflows: Lessons learned from a million automated experiments - Paul Jensen
มุมมอง 1927 หลายเดือนก่อน
“Lessons learned from a million automated experiments” Presentation abstract: We developed an automated platform (called BacterAI) that learns the nutrient requirements of bacteria entirely on its own. Most importantly, our system requires no prior knowledge of the bacteria it studies; it learns using only the results of experiments it designs and executes autonomously. Our insight was to accel...
Linking Scientific Instruments and Computation: Patterns, Technologies, Experiences - Ian Foster
มุมมอง 677 หลายเดือนก่อน
"Linking Scientific Instruments and Computation: Patterns, Technologies, Experiences" Ian Foster, Director, Data Science and Learning Division; Argonne Senior Scientist; Argonne National Lab. Distinguished Fellow and the Arthur Holly Compton Distinguished Service Professor, Computer Science, University of Chicago Presentation abstract: Powerful detectors at modern experimental facilities routin...
AI-Driven Research Workflows: AI-based behavioral analysis for preclinical & clinical research
มุมมอง 1037 หลายเดือนก่อน
“AI-based behavioral analysis for preclinical and clinical research” Bing Ye, Burton L. Baker Collegiate Professor of the Life Sciences, Research Associate Dean, Research Professor, and Director of the Perrigo Undergraduate Summer Fellowship Program, University of Michigan Life Sciences Institute; Professor of Cell and Developmental Biology, University of Michigan Medical School About this even...
Clinical, Standardization & Algorithmic Pathways to Automating Discovery with EHR Data -Charles Mayo
มุมมอง 427 หลายเดือนก่อน
“Clinical, Standardization and Algorithmic Pathways to Automating Discovery with EHR Data” Presentation abstract: In Radiation Oncology we have constructed a learning health system that combines an infrastructure for automated, standards driven aggregation, integration and harmonization of electronic health records (EHR) data for all treated patients. We then developed automated statistical and...
Code Smarter, Not Harder: Harnessing Generative AI for Research Programming Efficiency
มุมมอง 1457 หลายเดือนก่อน
About: Generative AI is revolutionizing the landscape of research by enabling unprecedented levels of automation and innovation, and facilitating major breakthroughs across all research fields. To equip researchers with the necessary skills to transform their research with generative AI, the Michigan Institute for Data Science and the Michigan AI Laboratory jointly offered a series of tutorials...
Generative AI Tutorial Series: Using Generative AI to Assist in Coding in Data Science Research
มุมมอง 3097 หลายเดือนก่อน
About: Generative AI is revolutionizing the landscape of research by enabling unprecedented levels of automation and innovation, and facilitating major breakthroughs across all research fields. To equip researchers with the necessary skills to transform their research with generative AI, the Michigan Institute for Data Science and the Michigan AI Laboratory jointly offered a series of tutorials...
Data & AI in Society: The Impact of AI on the Live and Rights of Women in the US and the Middle East
มุมมอง 1377 หลายเดือนก่อน
About: Artificial Intelligence (AI) is transforming every aspect of our society and our lives. However, just like any emerging technology, AI’s impact varies greatly for different demographic groups, in different geographic regions, and is shaped by social conventions, culture, religion, economic realities, among many other factors. In this forum, Marina Alsahawneh and Merve Hickok discuss the ...
GenAI Diffusion Models: Deep Generative Physical Modeling, Medical Imaging & Wireless Communications
มุมมอง 4088 หลายเดือนก่อน
GenAI Diffusion Models: Deep Generative Physical Modeling, Medical Imaging & Wireless Communications
GenAI Diffusion Models mini-symposium: “Diffusion Models for Inverse Problems in Medical Imaging”
มุมมอง 5038 หลายเดือนก่อน
GenAI Diffusion Models mini-symposium: “Diffusion Models for Inverse Problems in Medical Imaging”
Plug-and-Play Methods, Inverse Problems: Self-Calibration, Conditional Generation & Continuous Rep.
มุมมอง 2058 หลายเดือนก่อน
Plug-and-Play Methods, Inverse Problems: Self-Calibration, Conditional Generation & Continuous Rep.
GenAI Diffusion Models mini-symposium: Deep Networks and the Multiple Manifold Problem
มุมมอง 1568 หลายเดือนก่อน
GenAI Diffusion Models mini-symposium: Deep Networks and the Multiple Manifold Problem
GenAI Diffusion Models mini-symposium: Foundation Models & Inverse Problems, Alex Dimakis, UT Austin
มุมมอง 3628 หลายเดือนก่อน
GenAI Diffusion Models mini-symposium: Foundation Models & Inverse Problems, Alex Dimakis, UT Austin
GenAI Diffusion Models: “Understanding Diffusion Model Objectives from the Perspective of ELBO”
มุมมอง 1.4K8 หลายเดือนก่อน
GenAI Diffusion Models: “Understanding Diffusion Model Objectives from the Perspective of ELBO”
GenAI Diffusion Models: A tutorial on score-based generative models w/ medical imaging applications
มุมมอง 1.9K8 หลายเดือนก่อน
GenAI Diffusion Models: A tutorial on score-based generative models w/ medical imaging applications
Generative AI Coast to Coast Webinar Series: An Under the Hood Look at Gen AI: Potentials & Pitfalls
มุมมอง 4439 หลายเดือนก่อน
Generative AI Coast to Coast Webinar Series: An Under the Hood Look at Gen AI: Potentials & Pitfalls
Generative AI Coast-to-Coast Webinar Series: A Conversation on Policy, Ethics, and Generative AI
มุมมอง 1949 หลายเดือนก่อน
Generative AI Coast-to-Coast Webinar Series: A Conversation on Policy, Ethics, and Generative AI
Generative AI Coast-to-Coast Webinar Series: Generative AI in the Lab
มุมมอง 2079 หลายเดือนก่อน
Generative AI Coast-to-Coast Webinar Series: Generative AI in the Lab
MIDAS Ethical AI Forum : AI Policy in US and EU
มุมมอง 3910 หลายเดือนก่อน
MIDAS Ethical AI Forum : AI Policy in US and EU
MIDAS Ethical AI Forum: Academic Lightning Talks - Round 2
มุมมอง 1610 หลายเดือนก่อน
MIDAS Ethical AI Forum: Academic Lightning Talks - Round 2
MIDAS Ethical AI Forum: Evaluation and Values in Machine Learning and NLP
มุมมอง 10310 หลายเดือนก่อน
MIDAS Ethical AI Forum: Evaluation and Values in Machine Learning and NLP
MIDAS Ethical AI Forum: Academic Lightning Talks Round 1
มุมมอง 3210 หลายเดือนก่อน
MIDAS Ethical AI Forum: Academic Lightning Talks Round 1
MIDAS Ethical AI Forum: Opening Remarks with Rocket Companies
มุมมอง 4110 หลายเดือนก่อน
MIDAS Ethical AI Forum: Opening Remarks with Rocket Companies

ความคิดเห็น

  • @CuriousKharv
    @CuriousKharv หลายเดือนก่อน

    I like the sound

  • @paulcreaser9130
    @paulcreaser9130 2 หลายเดือนก่อน

    Excellent introduction

  • @ranjanpal7217
    @ranjanpal7217 3 หลายเดือนก่อน

    Amazing insights

  • @ToddAustin
    @ToddAustin 3 หลายเดือนก่อน

    A request for future recordings - please arrange for one or two handheld microphones for the audience that can be passed around when there are questions. This will make the questions audible on the recordings and add a lot to the value of these sessions. Thank you!

    • @UM_MIDAS
      @UM_MIDAS 3 หลายเดือนก่อน

      Absolutely!

  • @sanawarhussain
    @sanawarhussain 4 หลายเดือนก่อน

    where could i get the slides for this presentation ?

  • @sanawarhussain
    @sanawarhussain 4 หลายเดือนก่อน

    profound.......

  • @mladjo007
    @mladjo007 7 หลายเดือนก่อน

    I cannot believe that in 2023 we are still in the place where someone is having PPT presentation and video is not zooming on it, but on speaker...

  • @divyam.mp4
    @divyam.mp4 7 หลายเดือนก่อน

    A good starting point for someone trying to get started with diffusion models.

  • @stevenmcculloch5727
    @stevenmcculloch5727 7 หลายเดือนก่อน

    Too quiet!

  • @sirnate9065
    @sirnate9065 8 หลายเดือนก่อน

    I wish I understood what she's talking about

  • @davidevanharris
    @davidevanharris 9 หลายเดือนก่อน

    Thanks so much MIDAS for hosting, and Rada for the great conversation! You made me realize in particular how critical it is for the US to follow the EU's lead in granting people like you and your teams "vetted researcher" status to evaluate AI systems, and also how that needs to be expanded beyond recommender systems/social media/search to include gen AI platforms. Thank you for your team's great work!

  • @tab3076
    @tab3076 ปีที่แล้ว

    Please share the slide deck!

  • @adept42
    @adept42 ปีที่แล้ว

    Interesting talk, but the slides are impossible to see. Do you have a link to them?

  • @mraarone
    @mraarone 2 ปีที่แล้ว

    This is a phenomenal presentation. I sit across massive scales architectures with knowledge of MLOps platforms and am constantly battling the difficulties that resist enterprise adoption of AI/ML scalable architectures. I’ve got many ideas on how to move forward but I momentarily and adoption slows application before the market and techniques evolve.

  • @zacharyfewkes8869
    @zacharyfewkes8869 2 ปีที่แล้ว

    Wow! Great, informative talk that really has given me some great insight on how to improve my own EHR study! Thanks to Dr. Hubbard for the stellar presentation.

  • @jeremyclark3843
    @jeremyclark3843 2 ปีที่แล้ว

    ? P?O?O?m

  • @sedargames8161
    @sedargames8161 2 ปีที่แล้ว

    Bibliography?

  • @kayanng1467
    @kayanng1467 2 ปีที่แล้ว

    the video image is too poor, you need to fix it more

  • @nyamwayamunthali9252
    @nyamwayamunthali9252 3 ปีที่แล้ว

    Thanks for this!

  • @nicholas7266
    @nicholas7266 3 ปีที่แล้ว

    Hello 💋everyone, very interesting 🔥videos you have thank 👍you very much, good and😍 prosperous to you and your channel.❤️

  • @MotivAgir
    @MotivAgir 3 ปีที่แล้ว

    So actual, so relevant! Thank you! <3

  • @qirongho9933
    @qirongho9933 3 ปีที่แล้ว

    Link to the CASL project website mentioned in the talk (it got obscured by the zoom speaker window): casl-project.ai

  • @jasondou5596
    @jasondou5596 3 ปีที่แล้ว

    Is this live? Place to ask questions?

  • @bixbubba
    @bixbubba 3 ปีที่แล้ว

    Great talk. Thanks for sharing it.

  • @edward7555
    @edward7555 4 ปีที่แล้ว

    Cool content, keep it up. Check followsm . c o m to grow your channel.