Social And Emotional Learning Courses

Hack In The Box Security Conference

Applying Machine Learning to User Behavior Anomaly Analysis

Explore advanced machine learning techniques for user behavior anomaly detection in cybersecurity, covering feature selection, data quality, behavioral whitelisting, and neural network predictions.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Conference Talk

Fields Institute

Equal Risk Option Pricing with Deep Reinforcement Learning

Explore innovative option pricing using deep reinforcement learning, focusing on equal risk approaches, hedging strategies, and market dynamics. Gain insights into advanced quantitative finance techniques.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Fields Institute

Privacy, Stability, and Online Learning

Explore the intersection of privacy, stability, and online learning, focusing on sample complexity, private learnability, and mistake-bounded learning in classification algorithms.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Fields Institute

Private Learning of Gaussians and Their Mixtures

Explore private learning techniques for Gaussian distributions and mixtures, focusing on robust methods, hypothesis selection, and high-dimensional cases.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Fields Institute

Mathematical Modeling of Diseases Spread - The Dextrous Use of Simple Machine-Learning Tools

Explore machine learning techniques for modeling disease spread, focusing on data preparation, model training, and interpreting results to inform public health policies.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Fields Institute

The Influence of Human Behavior and Social Factors on the Spread of Infectious Diseases

Explore how human behavior and social factors impact infectious disease spread, covering topics like social inequality, anti-vaccine movements, and psychological influences on public health.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Fields Institute

On the Role of Data Structure in High-Dimensional Learning

Explores high-dimensional learning challenges, focusing on geometric function classes, optimization aspects, and computational hardness. Discusses algorithmic approaches and implications for deep learning.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Fields Institute

Safe and Efficient Exploration in Reinforcement Learning

Explore safe and efficient reinforcement learning techniques for real-world applications, including Bayesian optimization, confidence bounds, and meta-learning for improved performance and safety.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Fields Institute

From Machine Learning Clustering to the Multi-Wave Pattern

Explore machine learning clustering techniques and their application to multi-wave epidemic patterns, focusing on complex epidemiologic groups and variant analysis.

• YouTube
• 55 minutes
• Self-Paced
• Free Video

Fields Institute

Machine Learning Approaches for Predicting Seismic, Acoustic and Atmospheric Data

Explore machine learning techniques for predicting seismic, acoustic, and atmospheric data, focusing on KNN and neural networks with uncertainty quantification for improved accuracy.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Fields Institute

Mutual Funds Similarity Using Graph Machine Learning

Explore mutual fund similarity using graph machine learning techniques. Learn about bipartite networks, clustering coefficients, and homophily in financial data analysis.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Fields Institute

Neural SDEs, Deep Learning and Stochastic Control

Explore neural SDEs, deep learning, and stochastic control in finance, covering optimal transport, neural networks, calibration, and simulations with practical applications.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Fields Institute

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
• Self-Paced
• Free Video

Fields Institute

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
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

Stochastic Gradient Descent and Machine Learning - Lecture 1

Explore optimization methods, gradient descent, Newton's method, and convexity in machine learning. Gain insights into iterative algorithms and their applications in statistical physics and data analysis.

• YouTube
• 1 hour 53 minutes
• Self-Paced
• Free Video