DataLearning@ICL Courses

Probabilistic Circuits: Deep Probabilistic Models with Tractable Inference

Explore probabilistic circuits as deep models for efficient reasoning under uncertainty, examining their structural properties and connections to neuro-symbolic AI.

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

CO2 Geological Storage Modeling with Machine Learning

Explore machine learning-based CO2 geological storage modeling, offering real-time insights and significant speedups compared to traditional simulations for efficient decarbonization strategies.

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

Is There a Place for Representation Learning in Generative AI?

Explore the intersection of Deep Learning, Representation Learning, and Generative AI, examining their relationships and potential synergies in advancing AI technology.

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

Weather Forecasting Using Deep Learning - A Paradigm Shift with MetNet-3

Explore neural network-based weather forecasting with MetNet-3, revolutionizing traditional methods for improved accuracy and reliability across various sectors.

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

Divide (or Convolve) and Conquer: Data Comparison with Wiener Filters

Explore Wiener filters for data comparison in machine learning, enhancing image reconstruction and translation robustness in various applications like compression and generative modeling.

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

WarpPINN: Cine-MR Image Registration with Physics-Informed Neural Networks

Explore WarpPINN, a physics-informed neural network for cardiac image registration. Learn how it quantifies local heart deformations, improving heart failure diagnosis through advanced strain estimation techniques.

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

Neuromancer: Differentiable Programming Library for Data-driven Modeling and Control

Explore NeuroMANCER, an open-source library for integrating machine learning with scientific computing, solving optimization problems, and creating differentiable models with physics-based constraints.

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

Tackling Climate Change with Autonomous Seaweed Farms Hitchhiking on Ocean Currents

Explore innovative carbon removal using autonomous seaweed farms that leverage ocean currents. Learn about control and learning methods for efficient, eco-friendly navigation in complex marine environments.

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

Data Learning: Machine Learning in Climate Action

Explore machine learning applications in climate action, focusing on data-driven solutions for environmental challenges and sustainable development.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Towards Better Understanding of Contrastive Learning

Explore contrastive learning's foundations, dynamics, and applications in deep models. Gain insights into self-supervised learning, nonlinear analysis, and feature emergence through expert presentation.

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

Auto Arborist - Towards Mapping Urban Forests Across North America

Explore innovative techniques for mapping urban forests across North America using advanced data assimilation and machine learning methods.

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

The Role of Data and Machine Learning in Enabling Flexible Clean Energy Resources

Explore the integration of data and machine learning in enabling flexible clean energy resources, focusing on local energy markets and flexible loads for climate change mitigation.

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

Exploring AI's Role in Fine Art: An Introduction to Explainable Fine Art

Explore AI's impact on fine art through an introduction to explainable fine art, delving into innovative technologies and interdisciplinary perspectives.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Graph Representation Learning for Street Networks

Explore graph representation learning techniques for analyzing and understanding complex street network structures.

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

State-of-the-Art AI-Driven Solar PV Generation Forecasts - Data Learning

Explore cutting-edge AI techniques for forecasting solar PV generation, presented by Jacob Bieker from Open Climate Fix. Gain insights into innovative approaches in renewable energy prediction.

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