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#Probabilistic Inference

Showing: 23 courses
The Julia Programming Language

Probabilistic Inference Using Contraction of Tensor Networks

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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.
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1 Lesons
29 minutes
On-Demand
Free-Video
Simons Institute

Out-of-Distribution Generalization as Reasoning - Are Large Language Models Competitive?

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Explore the concept of out-of-distribution generalization in LLMs through the lens of robust logic and PAC learning. Gain insights into how humans and AI systems can make principled predictions beyond their training data.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Simons Institute

When Do Dependencies in Your Data Help? - Emerging Generalization Settings

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Explore how dependencies in data can overcome computational barriers in learning graphical models, using the Glauber dynamics process as a natural data generation method.
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1 Lesons
59 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

A Synthesis of Logical Reasoning and Word Learning Abilities in Children and Adults - 2007

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Explore the connection between word learning and logical reasoning in young children, challenging prevailing views on language acquisition and cognitive development.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Better Priors for Everyone - Choosing Prior Distributions in Bayesian Modeling

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Explore techniques for choosing effective prior distributions in Bayesian modeling, including prior elicitation and automatic selection methods for improved statistical inference.
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1 Lesons
48 minutes
On-Demand
Free-Video
ACM SIGPLAN

Probabilistic Inference - Session Preview at POPL 2023

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Explore probabilistic inference concepts with expert Alexandra Silva in this POPL 2023 session preview, enhancing accessibility of advanced programming language topics.
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1 Lesons
11 minutes
On-Demand
Free-Video
Simons Institute

Logic and Probabilistic Circuits - Lecture 4

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Explore advanced concepts in logic and probabilistic circuits, focusing on their applications in database theory and artificial intelligence.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Alan Turing Institute

Steps Toward Robust Artificial Intelligence - Thomas G Dietterich, Oregon State University

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Explore methods for developing robust AI systems capable of handling known and unknown threats in high-stakes applications, including probabilistic inference, anomaly detection, and causal modeling.
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26 Lesons
1 hour 1 minute
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Methods for Scalable Probabilistic Inference - IPAM at UCLA

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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.
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33 Lesons
46 minutes
On-Demand
Free-Video
Simons Institute

Weighted Model Integration

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Explore advanced probabilistic inference in hybrid domains using Weighted Model Integration. Learn about solvers, tractability analysis, and applications in Bayesian deep learning.
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1 Lesons
48 minutes
On-Demand
Free-Video
Simons Institute

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

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Explore extended algebraic decision diagrams (XADDs) for representing piecewise functions, enabling efficient computations and novel solutions in probabilistic inference, optimization, and decision-making.
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1 Lesons
45 minutes
On-Demand
Free-Video
Valence Labs

Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo

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Explore advanced probabilistic inference techniques for language models using Twisted Sequential Monte Carlo, enhancing LLM capabilities and safety measures.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Black Hat

AI & ML in Cyber Security - Why Algorithms Are Dangerous

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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.
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26 Lesons
44 minutes
On-Demand
Free-Video
Strange Loop Conference

Probabilistic Scripts for Automating Common-Sense Tasks

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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.
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12 Lesons
36 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Local Message Passing on Frustrated Systems - UAI Oral Session 6

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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.
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1 Lesons
25 minutes
On-Demand
Free-Video
DataLearning@ICL

Probabilistic Circuits: Deep Probabilistic Models with Tractable Inference

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Explore probabilistic circuits as deep models for efficient reasoning under uncertainty, examining their structural properties and connections to neuro-symbolic AI.
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1 Lesons
56 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Large Neural Nets for Amortized Probabilistic Inference in Highly Multimodal Distributions

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Explore amortized probabilistic inference using large neural networks for complex distributions. Learn about GFlowNets and their potential to improve AI systems with Bayesian and causal understanding.
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1 Lesons
33 minutes
On-Demand
Free-Video
Institut Henri Poincaré

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

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Explore probabilistic techniques for inferring steady-state distributions of age-size structured populations using single-cell data and stochastic modeling.
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1 Lesons
37 minutes
On-Demand
Free-Video
Neuro Symbolic

Probabilistic Circuits - Lecture on Advanced AI Techniques

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Explore probabilistic circuits with YooJung Choi, delving into advanced AI concepts at the intersection of symbolic methods and deep learning.
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1 Lesons
38 minutes
On-Demand
Free-Video
VinAI

Tractable Probabilistic Circuits - Seminar Series

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Explore probabilistic circuits as advanced neural networks for tractable inference, outperforming VAEs and flow-based models. Learn about their applications in machine learning and neural compression.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Probabilistic AI School

Introduction to Probabilistic Models - Probabilistic AI School

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Explore probabilistic models, their applications, and fundamental concepts in this comprehensive introduction by Silja Renooij at the Nordic Probabilistic AI School.
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1 Lesons
2 hours 10 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Probabilistic Thinking in Language and Code

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Explore the intersection of Bayesian models and LLMs, examining how natural and programming languages serve as languages-of-thought for human-like cognitive representations and reasoning.
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1 Lesons
50 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Probabilistic Inference in Language Models via Twisted Sequential Monte Carlo

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Explore advanced probabilistic inference techniques for Large Language Models using Sequential Monte Carlo methods, focusing on safety, capability enhancement, and evaluation frameworks.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video