Gender Based Violence Courses

Institute for Advanced Study

Your Brain on Energy-Based Models - Applying and Scaling EBMs to Problems

Explore energy-based models in machine learning, covering applications, scaling techniques, and their impact on classification, calibration, and robustness in AI systems.

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

Strange Loop Conference

Towards Annex - A Fact Based Dependency System

Explore a novel approach to dependency management using fact-based systems, functional programming, and datalog principles for improved flexibility, reproducibility, and context-aware artifact queries.

• YouTube
• 44 minutes
• On-Demand
• Conference Talk

Alan Turing Institute

Model Based Deep Learning - Applications to Imaging and Communications - Yonina Eldar

Explore model-based deep learning for imaging and communications, merging parametric models with optimization tools for efficient, interpretable networks applicable to various real-world problems.

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

Alan Turing Institute

The Rise of Model-Based Data and Its Implications for Social Science and Policy

Exploring the shift towards model-based data in social sciences, its impact on urban planning, and implications for policy-making and research methodologies in the era of AI and big data.

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

Alan Turing Institute

Sequential Design Based on Mutual Information for Computer Experiments - Joakim Beck, KAUST

Explore uncertainty quantification using Gaussian Process emulators for complex systems. Learn about sequential design methods, mutual information criteria, and applications in climate, tsunami, and earthquake modeling.

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

Alfredo Canziani

Joint Embedding Method and Latent Variable Energy Based Models

Explore joint embedding methods and latent variable energy-based models with Yann LeCun. Learn about predictive systems, inference, probabilistic models, and various training techniques for advanced machine learning applications.

• YouTube
• 1 hour 52 minutes
• On-Demand
• Free Video

Alfredo Canziani

Latent Variable Energy Based Models

Explore Latent Variable Energy Based Models (LV-EBMs) training, covering free energy concepts, loss functionals, and model manifolds. Learn practical implementation using PyTorch and gain insights into decoder learning and latent size selection.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Alfredo Canziani

Latent Variable Energy Based Models - Inference

Explore Latent Variable Energy Based Models and inference techniques, focusing on energy functions, manifold generation, and free energy computation in unconditional cases.

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

Alfredo Canziani

Structured Prediction with Energy Based Models

Explore energy-based models for structured prediction, covering factor graphs, efficient inference, Graph Transformer Networks, loss functions, and variational inference in deep learning applications.

• YouTube
• 2 hours 8 minutes
• On-Demand
• Free Video

Alfredo Canziani

Energy Based Models and Self-Supervised Learning

Explore energy-based models, latent variables, and self-supervised learning. Dive into EBM training, inference, and comparison with probabilistic models. Discover contrastive methods and applications like K-means and BERT.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Video

Red Hat

Next-Generation Microservices-Based Data and Analytics Solution

Explore a microservices-based solution for scalable data and analytics, addressing challenges in data quality and management for informed business decisions.

• YouTube
• 45 minutes
• On-Demand
• Conference Talk

Red Hat

Deterministic Storage Performance - The AWS Way for Capacity Based QoS with OpenStack and Ceph

Explore deterministic storage performance in OpenStack and Ceph, emulating AWS EBS. Learn to manage QoS, combine Ceph pools with Cinder Volume Types, and optimize performance based on storage media.

• YouTube
• 47 minutes
• On-Demand
• Conference Talk

Red Hat

Running a Policy-Based Cloud

Explore policy-based cloud solutions addressing security and operational challenges through Cisco and Red Hat's partnership, focusing on open-source collaboration and product integration.

• YouTube
• 37 minutes
• On-Demand
• Conference Talk

Docker

Steam-based Game Servers with Docker

Learn to deploy Steam-based game servers using Docker with the cm2network image library. Explore standardized structures, challenges, and best practices for efficient game server hosting.

• YouTube
• 30 minutes
• On-Demand
• Conference Talk

Docker

Message-Based Microservices Architectures - Benefits and Practical Matters

Explore message-based microservices architecture: benefits, design patterns, and practical implementation using Docker, addressing challenges like consistency, versioning, and data protection.

• YouTube
• 43 minutes
• On-Demand
• Conference Talk