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Agriculture (1)

Athletics (1)

Audio (1)

Benchmarking (1)

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CIFAR (1)

CLIP (1)

CNN (1)

CNN-LSTM (1)

CSI (1)

Clustering (2)

Computer vision (3)

Conformer (1)

Contrastive learning (2)

DeTox (1)

Deep learning (8)

Drug synergy (1)

Ecology (1)

Ethical AI (1)

Foundation models (1)

GenAI (1)

Genomics (3)

Healthcare (4)

Hugging Face (2)

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Videos (11)

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ML+X Forums

Explore our library of ML+X forum recordings below! Each monthly ML+X forum highlights two ML applications that share a theme followed by communal discussions and project feedback.

Join the next live forum!

Where: Orchard View Room (rm. 3280), Discovery Building & via Zoom.
When: Typically monthly on Tuesdays, 12-1pm CT. Join the Google group to receive a calendar invite (with Zoom link) and other updates. Please email us if you have any trouble joining.

Automating Scientific Discovery: From Natural World Data to Systematic Literature Reviews

Videos

ML+X

Multimodal learning

Benchmarking

Retrieval

Computer vision

Zero-shot learning

Contrastive learning

Deep learning

CLIP

Biology

Ecology

Image data

LLM

Hugging Face

Edward Vendrow, a PhD student at MIT, presents his research on automating scientific discovery using multimodal AI. In this talk, he explores how AI can accelerate research…

Learning Through Comparison: Use Cases of Contrastive Learning

Videos

ML+X

UW-Madison

Deep learning

Contrastive learning

Clustering

OOD detection

Multimodal learning

Trustworthy AI

Representation learning

CIFAR

Contrastive learning is reshaping how models learn, driving widespread progress in feature learning, clustering, out-of-distribution detection, and multimodal applications.…

Yin Li, Chris Endemann

AI for Music and the Humanities

Videos

ML+X

UW-Madison

Deep learning

GenAI

AI & society

Conformer

Humanities

Audio

Music

CSI

Signal processing

Spectral analysis

LLM

1. What Tune Is That: A Humanities Application of Deep Learning — Alan Ng
2. Fake Artists, Fake Listeners: AI and the Music Industries — Jeremy Morris, PhD

Alan Ng, Jeremy Morris

Trustworthy LLMs & Ethical AI

Videos

ML+X

UW-Madison

NLP

Text analysis

LLM

Deep learning

Trustworthy AI

DeTox

Ethical AI

Topic modeling

1. DeTox: Denoised Toxic Embeddings for Editing Model Toxicity — Rheeya Uppaal
2. A Project on AI Ethics — Mariab A. Knowles

Rheeya Uppaal, Mariah A. Knowles

Advancing Healthcare and Agriculture through Computer Vision

Videos

ML+X

UW-Madison

Computer vision

Ultrasound

Medical imaging

Athletics

Agriculture

LSTM

CNN-LSTM

CNN

Deep learning

1. An ultrasound-based method to measure knee kinematics enabled by deep learning — Matthew Blomquist
2. Plant breeding in the age of computer vision — Will de la Bretonne

Matthew Blomquist, Will de la Bretonne

Exploring Model Sharing in the Age of Foundation Models

Videos

ML+X

UW-Madison

Multimodal learning

Foundation models

Model sharing

Hugging Face

LLM

LMM

LLaVA

Deep learning

1. Model sharing and reproducible ML — Chris Endemann
2. LLaVA-NeXT and model sharing — Haotian Liu, PhD

Chris Endemann, Haotian Liu

Navigating Gravitational Waves with AI Insights

Videos

ML+X

UW-Madison

Physics

Simulations

Spectral analysis

Signal processing

1. Welcome and small group discussions — Chris Endemann
2. Classifying gravitational wave modes from core-collapse supernovae — Bella Finkel

Chris Endemann, Bella Finkel

Exploring Science Communication and Drug Synergy Analysis using GPT

Videos

ML+X

UW-Madison

Science communication

Healthcare

Drug synergy

LLM

Text mining

NLP

GPT for Science Communication: User-Interface and Developer Pipeline Approaches — Ben Rush, PhD

Advancing Biomedical Research with GPT-4: A Novel Approach to Drug Synergy…

Ben Rush, Jack Freeman

LLMS in Genomics and Health Coaching

Videos

ML+X

UW-Madison

Healthcare

Clustering

Deep learning

LLM

Genomics

1. Clustering of genomic sequences of mycoviruses using deep learning — Rohan Sontahlia
2. Spurring self-improvement and intrinsic motivation using LLMs and reinforcement learning — Michael Roytman

Rohan Sontahlia, Michael Roytman

Time-Series Analysis

Videos

ML+X

UW-Madison

Time-series

Genomics

Biology

Healthcare

Computational Methods for Comparative Time Clocks in Early Development and Tissue Regeneration — Peng Jiang, PhD

Controlled Differential Equations on Long Sequences via…

Peng Jiang, Sourav Pal

Multimodal Learning

Videos

ML+X

UW-Madison

Multimodal learning

Deep learning

Computer vision

Healthcare

Genomics

Multimodal learning and analysis for understanding single-cell functional genomics in brains and brain diseases — Daifeng Wang, PhD

Transforming healthcare: AI-enhanced…

Daifeng Wang, Zachary Huemann, Pedro Morgado