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OxML 2022
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2022 Program
MLx Fundamentals
June 27-29 2022|online
MLx Health
August 7-10 2022|hybrid
MLx Finance
August 11-14, 2022|hybrid
MLx Fundamentals
Description
This track aimed to provide participants with the necessary background -- particularly for those who are new to the theory and fundamentals of modern ML.
Topics Included:
Fundamentals of statistical / probabilistic ML
Fundamentals of representation / deep learning
Optimisation
Linear regression to DL
Neuro-symbolic AI
Speakers
MLx Health
Description
The MLx Health module builds on core ML fundamentals to explore advanced probabilistic and representation learning, graph and geometric deep learning, computer vision, knowledge-aware and neuro-symbolic AI, along with applied sessions across healthcare domains—from EHR and imaging to genomics, disease modelling, drug discovery, and real-world ML deployment.
Topics Included:
Graph neural networks, and geometrical deep learning
Computer vision
EHR
Chronic noncommunicable diseases, infectious diseases, oncology
Drug discovery
Biopharma industry
Speakers
MLx Finance
Description
The MLx Finance module builds on ML fundamentals to dive into advanced probabilistic and representation learning, NLP and large language models, reinforcement learning, knowledge-aware and neuro-symbolic AI, alongside applied sessions on financial time series, market simulation, trading, insurance, ESG, and deploying ML in real-world financial systems.
Topics Included:
Reinforcement learning
Knowledge-aware ML
Symbolic reasoning
Financial time series
Building market simulators
ESG
Insurance, asset management, emerging risks
Speakers
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