Probabilistic AI School Courses

Causal Machine Learning

Explore causal machine learning concepts and techniques in this comprehensive lecture, covering key principles and applications for advanced AI and data analysis.

• YouTube
• 2 hours 29 minutes
• On-Demand
• Free Video

Variational Inference and Optimization - Lecture 1

Explore variational inference and optimization techniques in probabilistic AI, covering key concepts and applications in this comprehensive lecture from ProbAI 2023.

• YouTube
• 1 hour 44 minutes
• On-Demand
• Free Video

Variational Inference and Optimization - Lecture 2

Explore advanced techniques in variational inference and optimization for probabilistic AI, covering theoretical foundations and practical applications in machine learning and data analysis.

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

Monte Carlo Methods

Explore Monte Carlo methods for probabilistic AI, covering key concepts and applications in this comprehensive lecture from the Nordic ProbAI School.

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

Diffusion Models

Explora los modelos de difusión, sus fundamentos y aplicaciones en inteligencia artificial, con énfasis en la generación de imágenes y el aprendizaje probabilístico.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Probabilistic Machine Learning in Bioinformatics

Explore probabilistic machine learning applications in bioinformatics, focusing on innovative techniques for analyzing biological data and advancing genomic research.

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

SDEs Are All You Need for Latent Variable Models

Explore stochastic differential equations (SDEs) for latent variable models, covering their applications and implications in probabilistic AI and machine learning.

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

Introduction to Deep Generative Models

Explore deep generative models, their applications, and underlying principles in this comprehensive introduction. Gain insights into cutting-edge AI techniques and probabilistic approaches.

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

Variational Inference and Optimization - Lecture 1

Explore variational inference and optimization techniques in probabilistic AI, covering key concepts and applications for advanced machine learning and data analysis.

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

Causal Inference - Lecture from Nordic Probabilistic AI School 2024

Explore causal inference concepts and techniques with Adele Ribeiro, covering key principles and applications in probabilistic AI for understanding cause-effect relationships in data analysis.

• YouTube
• 2 hours 36 minutes
• On-Demand
• Free Video

Gaussian Processes

Explore Gaussian Processes with expert Daniel Hernández-Lobato. Learn fundamental concepts, applications, and advanced techniques in this comprehensive lecture from the Nordic Probabilistic AI School.

• YouTube
• 2 hours 22 minutes
• On-Demand
• Free Video

Probabilistic Circuits

Explore probabilistic circuits with Antonio Vergari, covering foundational concepts and advanced applications in AI and machine learning. Gain insights into this powerful modeling framework.

• YouTube
• 2 hours 36 minutes
• On-Demand
• Free Video

Bayesian Workflow

Explore Bayesian workflow techniques for probabilistic modeling, covering key steps from problem formulation to model evaluation and iteration.

• YouTube
• 2 hours 4 minutes
• On-Demand
• Free Video

Variational Inference and Optimization - Lecture 3

Explore advanced techniques in variational inference and optimization, focusing on cutting-edge methodologies and their applications in probabilistic AI and machine learning.

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

Introduction to Probabilistic Models - Probabilistic AI School

Explore probabilistic models, their applications, and fundamental concepts in this comprehensive introduction. Learn to represent uncertainty and make informed decisions using probabilistic reasoning techniques.

• YouTube
• 2 hours 10 minutes
• On-Demand
• Free Video