Probabilistic Programming Courses and Certifications

MITCBMM

Probabilistic Programming

Explore probabilistic programming concepts, from intuitive physics to computational theory of mind, with hands-on practice in web-based probabilistic programming languages.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Online Course

Institute for Advanced Study

Steps Towards More Human-Like Learning in Machines - Josh Tenenbaum

Explore how machines can achieve more human-like learning through probabilistic programming, intuitive psychology, and simulation engines. Discover insights on core knowledge and one-shot learning in AI.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Online Course

Open Data Science

The Hamiltonian Monte Carlo Revolution Is Open Source - Probabilistic Programming with PyMC3

Explore Bayesian statistical computation and Hamiltonian Monte Carlo algorithms using PyMC3, an open-source probabilistic programming package. Learn to apply these advanced techniques to complex models in Python.

• YouTube
• 43 minutes
• On-Demand
• Free Online Course

Fields Institute

Probabilistic Numerics for Inference with Simulations

Explore probabilistic numerics for inference with simulations, covering high-dimensional models, numerical methods, and innovative approaches to machine learning challenges.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Introduction to Machine Learning - Professor Zoubin Ghahramani, Cambridge University

Comprehensive overview of machine learning fundamentals by renowned expert, covering statistical approaches, Bayesian methods, deep learning, and automated data analysis techniques.

• YouTube
• 2 hours 44 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

Semantic Models for Higher-Order Bayesian Inference - Sam Staton, University of Oxford

Explore probabilistic programming for Bayesian modeling, focusing on advanced languages with higher-order functions and continuous distributions. Learn about quasi-Borel spaces and modular inference algorithms.

• YouTube
• 41 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

MITCBMM

Computational Models of Cognition - Reverse-Engineering Common Sense in the Human Mind and Brain Pt 1

Explore cognitive modeling to reverse-engineer human common sense, examining AI progress, scientific context, and probabilistic programming techniques for capturing learning and constructing models.

• YouTube
• 1 hour 7 minutes
• On-Demand
• Free Online Course

Strange Loop Conference

An Overview of Probabilistic Programming

Explore probabilistic programming through BayesDB, Picture, and Venture platforms. Learn about Bayesian databases, 3D scene perception, and general-purpose probabilistic computing for data analysis and AI applications.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Conference Talk

Strange Loop Conference

Scala DSLs and Probabilistic Programming

Explore ScalaStan, a type-safe DSL for statistical modeling with Stan, enabling programmatic manipulation and generation of Stan programs within Scala for efficient Bayesian inference and data analysis.

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

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 Online Course

Strange Loop Conference

Blueprints for a Universal Reasoning Machine

Exploring the concept of a universal reasoning machine, combining probabilistic and causal inference, computational languages, and deep learning to automate all forms of inference across domains.

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

RSA Conference

The Metrics Manifesto

Discover predictive analytics for security, including decision science, Bayesian methods, and quantitative risk management. Learn to measure attack surface and present advanced metrics to boards.

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

Strange Loop Conference

Probabilistic Programs Which Make Common Sense

Explore probabilistic programming as a step towards machines with common sense. Learn about Sigma, a language for functional probabilistic models, and its applications in automated reasoning and inference.

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

Artificial Intelligence: Current State and Future Prospects - Keynote Conversation

Explore AI's current state, impact, and future with Noah Goodman and Jim Zemlin. Delve into open source's role, data's future, and the driving forces behind AI's rapid advancement.

• YouTube
• 20 minutes
• On-Demand
• Free Online Course