Fields Institute Courses

Weaving Together Machine Learning, Theoretical Physics, and Neuroscience

Exploring the intersection of machine learning, physics, and neuroscience through complex systems analysis to develop better algorithms and understand neural systems.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Deeply Learning Derivatives - From Hilbert to Riskfuel

Explore advanced derivatives pricing using deep learning, from Hilbert's 13th problem to modern neural networks for valuing high-dimensional contingent claims in quantitative finance.

• YouTube
• 59 minutes
• On-Demand
• Free Video

Regime-Aware Portfolio Models

Explore advanced quantitative methods for wealth management, focusing on regime-aware portfolio models to enhance investment strategies and decision-making.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Learning From Transaction-Level Investment Account Data

Explore machine learning techniques for analyzing transaction-level investment data, focusing on practical applications in wealth management and financial decision-making.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Correlation Scenarios and Correlation Stress Testing

Explore advanced techniques in financial risk management, focusing on correlation scenarios and stress testing methodologies for enhanced wealth management strategies.

• YouTube
• 57 minutes
• On-Demand
• Free Video

The Graph Model for Conflict Resolution - Reflections on Three Decades of Development

Explore the evolution and applications of the Graph Model for Conflict Resolution over 30 years, examining its role in addressing complex climate challenges and decision-making processes.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video

Combining Reinforcement Learning and Inverse Reinforcement Learning for Optimal Asset Allocation

Explore innovative approaches to asset allocation using reinforcement learning and inverse reinforcement learning techniques for optimal portfolio management and wealth preservation strategies.

• YouTube
• 56 minutes
• On-Demand
• Free Video

Machine Learning Flows for Referral Models

Explore machine learning techniques for referral models, focusing on quantitative methods in wealth management and their practical applications in financial institutions.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Technological Prisms: A Configurational Analysis of Robo-Advice Beliefs, Adoption, and Incumbent Adaptation in the Financial Advice Sector

Explore the impact of robo-advice on financial services, examining beliefs, adoption patterns, and incumbent adaptations through configurational analysis.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Drawdown Betas - Measuring Drawdown Risk and Portfolio Optimization

Explore drawdown risk measurement and portfolio optimization techniques with Stan Uryasev. Learn about drawdown betas and their application in quantitative wealth management strategies.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Tontines as a Tool for Wealth Management

Explore tontines as a wealth management strategy, examining their historical context, modern applications, and potential benefits for financial planning and retirement income.

• YouTube
• 55 minutes
• On-Demand
• Free Video

Climate and Sustainable Finance

Explore the intersection of finance and sustainability, examining innovative approaches to address climate change through financial mechanisms and investments.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Statistics for Complex Climate Problems

Explore statistical approaches for addressing complex climate issues, focusing on advanced techniques and their applications in environmental research and policy-making.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Video

Mathematical Modeling of AMR in Complex Microbial Communities

Explore mathematical approaches to model antimicrobial resistance in complex microbial ecosystems, focusing on advanced techniques and their applications in public health.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Sleepwalking Towards a Global Polycrisis?

Explore the concept of a global polycrisis and its potential impacts on society, economy, and environment with insights from William White of C.D. Howe Institute.

• YouTube
• 34 minutes
• On-Demand
• Free Video