Probabilistic Inference Courses and Certifications

Institute for Pure & Applied Mathematics (IPAM)

Methods for Scalable Probabilistic Inference - IPAM at UCLA

Explore scalable probabilistic inference methods for astrophysics, focusing on Gaussian Processes for time series analysis and open-source tools to accelerate Bayesian inference with large datasets.

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

Simons Institute

Weighted Model Integration

Explore advanced probabilistic inference in hybrid domains using Weighted Model Integration. Learn about solvers, tractability analysis, and applications in Bayesian deep learning.

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

Simons Institute

Decision Diagrams for Efficient Inference and Optimization in Expressive Discrete-Continuous Domains

Explore extended algebraic decision diagrams (XADDs) for representing piecewise functions, enabling efficient computations and novel solutions in probabilistic inference, optimization, and decision-making.

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

Uncertainty in Artificial Intelligence

Local Message Passing on Frustrated Systems - UAI Oral Session 6

Explore an alternative message passing algorithm for cyclic graphs, challenging SPA's extrinsic principle and optimizing factor node updates for improved performance on complex networks.

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

Institut Henri Poincaré

Probabilistic Inference of the Steady-State Distribution of an Age-Size Structured Population

Explore probabilistic techniques for inferring steady-state distributions of age-size structured populations using single-cell data and stochastic modeling.

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

The Julia Programming Language

Probabilistic Inference Using Contraction of Tensor Networks

Explore probabilistic inference using tensor networks with TensorInference.jl. Learn exact methods for complex models, optimizing contraction sequences, and leveraging GPU technology for enhanced performance.

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

Valence Labs

Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo

Explore advanced probabilistic inference techniques for language models using Twisted Sequential Monte Carlo, enhancing LLM capabilities and safety measures.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Video

ACM SIGPLAN

Probabilistic Inference - Session Preview at POPL 2023

Explore probabilistic inference concepts with expert Alexandra Silva in this POPL 2023 session preview, enhancing accessibility of advanced programming language topics.

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

Artificial Intelligence

86 reviews

This course introduces students to the basic knowledge representation, problem solving, and learning methods of artificial intelligence.

• MIT OpenCourseWare
• 24 hours
• On-Demand
• Free Video

Bayesian Networks 2 - Forward-Backward - Stanford CS221: AI

Explore advanced probabilistic inference techniques, including hidden Markov models, particle filtering, and Gibbs sampling, for AI applications in object tracking and more.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Online Course

Bayesian Networks 1 - Inference - Stanford CS221: AI

Explore Bayesian networks for AI, covering probabilistic inference, modeling, and applications in object tracking, language modeling, and document classification.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Online Course

Fondamentaux de la science des données

Comment tirer profit des milliards de données générées par les activités humaines sans s’y perdre? Inscrivez-vous au MOOC Science des données pour découvrir les concepts fondamentaux qui sont au cœur de l’intelligence artificielle!

• edX
• 8 weeks, 3-4 hours a week
• On-Demand
• Free Online Course (Audit)

Black Hat

AI & ML in Cyber Security - Why Algorithms Are Dangerous

Explore limitations of machine learning in cybersecurity, dangers of blind algorithm application, and alternative approaches like probabilistic inference for more effective threat detection and analysis.

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

Simons Institute

Logic and Probabilistic Circuits - Lecture 4

Explore advanced concepts in logic and probabilistic circuits, focusing on their applications in database theory and artificial intelligence.

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

Strange Loop Conference

Probabilistic Scripts for Automating Common-Sense Tasks

Explore probabilistic scripting for automating common-sense tasks, focusing on data cleaning. Learn how to encode domain knowledge and leverage probabilistic programming for efficient problem-solving.

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