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OxML 2024
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2024 Program
MLx Fundamentals
May 3--4 & 10-11, 2024|online
MLx Generative AI
August 22-24, 2024|hybrid
MLx Health & Bio
July 6-9, 2024|hybrid
MLx Representation Learning & Generative AI
July 11-14, 2024|hybrid
MLx Fundamentals
Description
This course was designed to provide you with the necessary background in theory and fundamentals of modern ML. This course featured TA-supported practical sessions, including coding practicals, in the following areas: Statistical ML DNN + Optimisation Generative AI in vision Generative AI in language
Topics Included:
Linear Algebra
Mathematics of machine learning
Optimisation
Fundamentals of statistical / probabilistic ML
Fundamentals of representation / deep learning
Speakers
MLx Generative AI
Description
MLx Generative AI 2024 explored the latest breakthroughs in Generative AI and representation learning. Dive into cutting-edge theory, agentic AI design patterns, and real-world applications across domains like computer vision, NLP, and multi-modal learning.
Topics Included:
Agentic AI design patterns
Generative world models
NLP
Multi-modal learning
Gen AI in Health
Advanced topics in Gen AI & DL for time series
Gen AI in EdTech
Speakers
MLx Health & Bio
Description
MLx Health & Bio 24 brought some of the world’s top researchers in the ML theory, and application of ML in medicine and biomedical sciences.
Topics Included:
Statistical / probabilistic ML
Geometrical deep learning
Computer Vision
Drug Discovery
Causal Representation Learning
Machine Learning in Medical Image Analysis
AI for Epidemiology
Speakers
MLx Representation Learning & Generative AI
Description
MLx Representation Learning & Generative AI 24 explored the success of representation learning techniques in the form of generative AI, in domains such as vision, language and multi-modal data.
Topics Included:
Multi-modal Representation Learning
Geometric Deep Learning
Reinforcement Learning
ML in Finance
Categorical Deep Learning
Hyperbolic Deep Learning
Uncertainty Quantification in Machine Learning
Speakers
2024 Program Committee
Mona Alinejad
General Chair | Founder & CEO
AI for Global Goals
Reza Khorshidi
Program Chair
Elandi
Yali Du
Area Chair
King's College London
Karo Moilanen
Area Chair
Moonsong Labs
2024 Sponsors & Partners
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