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International Centre for Theoretical Sciences

Artificial Intelligence in OBGYN Ultrasound by Suresh Seshadri

1 rewiews
Explore AI applications in OBGYN ultrasound imaging, focusing on advanced techniques for improved diagnosis and patient care in obstetrics and gynecology.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Santa Fe Institute

Prediction in Immune Repertoires

0 rewiews
Explore how the adaptive immune system predicts future threats by balancing new pathogen encounters with past infection experiences, using a dynamic Bayesian approach.
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11 Lesons
54 minutes
On-Demand
Free-Video
Santa Fe Institute

Rational Ignorance - Optimal Learning from Complex Mechanistic Models

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Explore optimal Bayesian learning from complex models, challenging traditional approaches and proposing a new method to maximize expected information while avoiding bias in multiparameter systems.
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18 Lesons
1 hour 15 minutes
On-Demand
Free-Video
MLOps.community

An Overview of Common ML Serving Architectures

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Explore common machine learning serving architectures in this 18-minute conference talk by Rebecca Taylor, tech lead of Personalization at Lidl e-commerce. Gain insights into the disconnect between academic teachings and industry practices in model deplo…
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1 Lesons
18 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Geometric Representations of Far Future Predictions in Deep Neural Networks - Next-Token Training

0 rewiews
Explore universal geometric representations of far-future beliefs in deep neural networks trained on next-token prediction, uncovering fractal and quantum-like structures embedded in network activations.
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1 Lesons
54 minutes
On-Demand
Free-Video
Fields Institute

Parameter Estimation in Mathematical Oncology - Lecture

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Dive into advanced techniques for parameter estimation in mathematical oncology, exploring key concepts and practical applications.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
Broad Institute

Hierarchical Causal Models

0 rewiews
Dive into hierarchical causal models with David Blei in this EWSC-MIT EECS Joint Colloquium, exploring novel insights in biomedical research and machine learning advancements.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Instituto de Física Interdisciplinar y Sistemas Complejos (IFISC)

Predictive Inference and Material World in Cognitive Processes

0 rewiews
Explore the interplay between predictive inference and the material world in cognitive processes, delving into complex systems and interdisciplinary physics perspectives.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Ox educ

Bayesian Statistics - A Comprehensive Course

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Comprehensive introduction to Bayesian statistics, covering key concepts, probability distributions, and practical applications with minimal mathematical complexity.
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55 Lesons
6 hours
On-Demand
Free-Video
The National Centre for Research Methods

Advanced Bayesian Methods

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Explore advanced Bayesian computational techniques including Metropolis Hastings, Gibbs sampling, and convergence assessment for efficient statistical analysis and modeling.
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6 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Bayesian Theory and Graphical Models

0 rewiews
Explore Bayesian theory and graphical models, covering key concepts, applications, and advanced topics in probabilistic reasoning and statistical inference.
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7 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Max Planck Institute for Evolutionary Anthropology

Statistical Rethinking

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Comprehensive exploration of advanced statistical concepts and methods, emphasizing critical thinking and practical application in evolutionary anthropology research.
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20 Lesons
20 hours
On-Demand
Free-Video
The Julia Programming Language

Celeste.jl - Petascale Computing in Julia

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Explore Celeste.jl, a Julia-based project for petascale astronomical image analysis using Bayesian inference, showcasing Julia's power in high-performance computing and data science on supercomputers.
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42 Lesons
52 minutes
On-Demand
Free-Video
Institute for Advanced Study

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

0 rewiews
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.
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51 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Institute for Advanced Study

Operator Scaling via Geodesically Convex Optimization, Invariant Theory and Polynomial Identity Testing - Yuanzhi Li

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Explore geodesically convex optimization, invariant theory, and polynomial identity testing in this advanced seminar on operator scaling, featuring key theorems and proofs.
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15 Lesons
1 hour 41 minutes
On-Demand
Free-Video
Cooper

Using Bayesian Inference to Detect Cyber Attacks

0 rewiews
Explore Bayesian inference techniques for detecting cyber attacks, enhancing your ability to identify and respond to security threats in real-time.
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1 Lesons
21 minutes
On-Demand
Free-Video
Open Data Science

Making Private Data Open and Enhancing Decision-Making Through Digital Atlases

0 rewiews
Explore innovative approaches to data sharing, privacy preservation, and decision-making enhancement through digital atlases, focusing on the Australian Cancer Atlas and Bayesian statistical models.
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9 Lesons
28 minutes
On-Demand
Free-Video
Alan Turing Institute

A Probabilistic Approach for Situation Awareness and Forecasting of COVID-19 in Norway

0 rewiews
Explore a probabilistic model for regional COVID-19 transmission using mobile data and epidemiological time series, with insights on its practical application in Norway's pandemic management.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
The Royal Institution

Is Reality a Controlled Hallucination? - Exploring Consciousness and Perception

0 rewiews
Explore consciousness as a controlled hallucination through innovative theories and experiments. Delve into perception, self-awareness, and the nature of reality with neuroscientist Anil Seth.
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26 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Alan Turing Institute

Iterative Stochastic Numerical Methods for Statistical Sampling

0 rewiews
Explore stochastic algorithms for Bayesian inference, blending molecular dynamics with data analytics. Learn innovative approaches to merge physical laws and data science in engineering applications.
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1 Lesons
59 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Hypertension Burden and Interventions - Public Health Approach by Prabhdeep Kaur

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Explore public health strategies for managing hypertension, including burden assessment and effective interventions. Learn about population-level approaches to prevent and control high blood pressure.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Prediction of Survival Analysis for Cancer Patients

0 rewiews
Explore survival analysis prediction for cancer patients using machine learning techniques. Learn to harness computational methods for improved patient outcome forecasting and healthcare decision-making.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Simons Institute

Emerging Interactions in Humans and Machines: From Social Physiology to Social Neuro-AI

0 rewiews
Explore social cognition through multi-brain neuroscience and neuro-inspired AI, bridging intra-personal mechanisms and inter-personal dynamics to understand higher-level intelligence in humans and machines.
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1 Lesons
45 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Physics-Assisted Multi-Robot Exploration

0 rewiews
Explore cutting-edge techniques for multi-robot systems using physics-assisted approaches to enhance exploration and coordination in complex environments.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Conference GSI

Statistical Methods for Medical Image Processing and Reconstruction

0 rewiews
Explore statistical methods for medical image processing and reconstruction, from basic to advanced Bayesian approaches, across various imaging modalities.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
CodeEmporium

A Guide to A/B Testing as a Data Scientist

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Comprehensive guide to A/B testing for data scientists, covering experiment design, dataset creation, hypothesis testing, Bayesian methods, and result interpretation using practical examples and code.
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14 Lesons
29 minutes
On-Demand
Free-Video
Alan Turing Institute

Statistics in Cyber-Security - Dr Nick Heard, Imperial College London

0 rewiews
Explore statistical approaches for cyber-security, from micro-level models to full network graph representations, to identify illegitimate network activity using enterprise data sources.
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23 Lesons
1 hour 1 minute
On-Demand
Free-Video
Simons Institute

Statistical Inference I

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Explore statistical inference fundamentals, including models, estimation, minimax risk, and Bayesian approaches, with UC Berkeley's Will Fithian.
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8 Lesons
56 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Geometric and Topological Data Analysis of Enzyme Kinetics

0 rewiews
Explore geometric and topological data analysis techniques applied to enzyme kinetics, focusing on ERK molecular dynamics and its implications for cancer and developmental defects.
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10 Lesons
24 minutes
On-Demand
Free-Video
Alan Turing Institute

The Promises and Pitfalls of Stochastic Gradient Langevin Dynamics - Eric Moulines

0 rewiews
Explore Stochastic Gradient Langevin Dynamics: its potential and challenges in optimization, data processing, and machine learning. Gain insights from expert Eric Moulines on this powerful algorithm.
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1 Lesons
52 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Automating Bone Age Assessment from Pediatric Xrays

0 rewiews
Learn to automate bone age assessment from pediatric X-rays using machine learning techniques. Explore practical applications in healthcare for more efficient and accurate diagnoses.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Cancer Diagnostics - Opportunities and Challenges by Sudha Sundar

0 rewiews
Explore opportunities and challenges in cancer diagnostics, focusing on innovative approaches and potential advancements in early detection and personalized treatment strategies.
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1 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Alan Turing Institute

Digital Twins Workshop: Foundations and Challenges - Day 1

0 rewiews
Advancing digital twins research: Experts explore Bayesian inference, irregular posteriors, and geophysical applications in this foundational workshop for data-driven engineering.
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1 Lesons
1 hour 57 minutes
On-Demand
Free-Video
Paul G. Allen School

Data-Driven Understanding of Human Disease: From Machine Learning Methods to Biological Discoveries

0 rewiews
Data-driven disease understanding: machine learning methods for genomic analysis, integrating model organism data with human studies to uncover disease mechanisms and genetic architecture.
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27 Lesons
59 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Use of Big Data Analytics in Healthcare Research by Rajiv Raman

0 rewiews
Explore how big data analytics revolutionizes healthcare research, enhancing patient outcomes and driving medical advancements through innovative data-driven approaches.
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1 Lesons
31 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Modeling Complex Phenotypes by Sayan Mukherjee

0 rewiews
Explore advanced techniques for modeling complex phenotypes in health and disease, bridging machine learning with clinical applications to enhance data analysis and prediction in biomedicine.
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1 Lesons
1 hour
On-Demand
Free-Video
International Centre for Theoretical Sciences

Biomedical Text Mining II by Sudeshna Sarkar

0 rewiews
Explore advanced techniques in biomedical text mining, focusing on extracting valuable insights from medical literature and clinical data to enhance healthcare research and decision-making.
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1 Lesons
53 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Digital Health and AI in Healthcare at IIITD by Tavpritesh Sethi

0 rewiews
Explore AI's transformative impact on healthcare, from predictive analytics to personalized medicine, and learn how digital technologies are revolutionizing patient care and health outcomes.
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1 Lesons
54 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Biomedical Text Mining I by Sudeshna Sarkar

0 rewiews
Explore techniques for extracting valuable insights from biomedical literature using text mining methods. Learn to process and analyze scientific texts for research and clinical applications.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

The Tommy's Pathway - Providing Effective and Equitable Maternity Care by Basky Tilaganathan

0 rewiews
Explore effective and equitable maternity care strategies through the Tommy's Pathway, focusing on improving outcomes and addressing disparities in maternal healthcare.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
GOTO Conferences

Bootstrapping the Right Way - Data Science Best Practices

0 rewiews
Learn effective bootstrapping techniques for data analysis, including proper resampling, package selection, and considerations for parametric Bayesian approaches from a distinguished data scientist.
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1 Lesons
25 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Big Data in Biology - How EMBL Delivers Big Data for Biology, and Some Highlights

0 rewiews
Explore how EMBL manages and utilizes big data in biology, with insights on key developments and applications in genomics and bioinformatics.
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1 Lesons
45 minutes
On-Demand
Free-Video

Statistical Inference

0 rewiews
Comprehensive exploration of statistical inference, covering likelihood, hypothesis testing, Bayesian statistics, and non-parametric methods for robust data analysis and decision-making.
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7 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Missing Data

0 rewiews
Explore missing data in DAGs and learn Bayesian imputation techniques for handling incomplete datasets in statistical analysis, with practical examples and insights.
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8 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Multilevel Adventures

0 rewiews
Explore multilevel modeling techniques for analyzing clustered data, focusing on varying confounds, district-level effects, and urban-rural differences in Bangladesh fertility studies.
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10 Lesons
54 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Markov Chain Monte Carlo

0 rewiews
Explore Markov Chain Monte Carlo methods, from basic concepts to advanced techniques like Hamiltonian Monte Carlo, with practical applications and diagnostics for statistical modeling.
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9 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Categories & Curves

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Explore statistical concepts like categories, posterior contrasts, and curves in this comprehensive lecture. Learn advanced techniques for data analysis and modeling using Bayesian methods.
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7 Lesons
1 hour 25 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - The Garden of Forking Data

0 rewiews
Explore Bayesian statistics through the "Garden of Forking Data" metaphor. Learn about generative models, probability, testing, and posterior distributions for improved statistical reasoning and prediction.
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12 Lesons
1 hour 37 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2022 - Geocentric Models

0 rewiews
Explore Bayesian linear regression, covering model language, generative and statistical approaches, validation, and posterior predictions for a comprehensive understanding of statistical modeling.
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10 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2022 - Bayesian Inference

0 rewiews
Explore Bayesian inference through practical examples like globe tossing. Learn updating, sampling, and computing distributions using grid approximation and posterior predictive methods.
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8 Lesons
1 hour 13 minutes
On-Demand
Free-Video
Richard McElreath

Science Before Statistics - Causal Inference

0 rewiews
Comprehensive workshop on causal inference, covering key concepts like causal design, graph analysis, and Bayesian inference. Equips researchers with tools to navigate complex causal relationships in data analysis.
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8 Lesons
3 hours 2 minutes
On-Demand
Free-Video
Richard McElreath

Bayesian Statistics Without Frequentist Language

0 rewiews
Explore Bayesian statistics from a fresh perspective, focusing on its core concepts and applications without relying on traditional frequentist terminology.
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15 Lesons
51 minutes
On-Demand
Free-Video
Simons Institute

Scaling Up Bayesian Inference for Big and Complex Data

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Explore advanced Bayesian inference techniques for large-scale datasets, focusing on computational challenges and innovative solutions in machine learning and deep learning applications.
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17 Lesons
47 minutes
On-Demand
Free-Video
MITCBMM

Perceptual Organization From a Bayesian Point of View

0 rewiews
Explore Bayesian approach to perceptual organization, examining how the visual system groups images into distinct units through inverse inference and mixture estimation techniques.
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14 Lesons
1 hour 5 minutes
On-Demand
Free-Video
MITCBMM

Development of Intelligence - Josh Tenenbaum: Bayesian Inference

0 rewiews
Explore Bayesian inference and cognitive neuroscience with Josh Tenenbaum, delving into AI challenges, scene understanding, and advanced mathematical concepts for intelligence development.
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20 Lesons
1 hour 36 minutes
On-Demand
Free-Video
MITCBMM

Bayesian Inference in Generative Models

0 rewiews
Explore approximate Bayesian inference methods, including sampling-based techniques and variational inference, with hands-on exercises in implementing algorithms and using probabilistic programming languages.
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11 Lesons
50 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Mathematical and Statistical Modelling in the Fight to Control Tuberculosis by Emma McBryde

0 rewiews
Exploring mathematical models to combat tuberculosis, from basic concepts to advanced simulations. Insights on disease dynamics, latency, mortality, and regional applications in the Asia Pacific.
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21 Lesons
43 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

A Brief Introduction to Nested Sampling - IPAM at UCLA

0 rewiews
Explore Nested Sampling for Bayesian model uncertainty and selection. Learn its principles, advantages, and recent extensions like Dynamic Nested Sampling for estimating marginal likelihoods and posterior distributions.
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13 Lesons
38 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

The Kikuchi Hierarchy and Tensor PCA

0 rewiews
Explores advanced algorithms for tensor PCA, introducing a new hierarchy inspired by Kikuchi free energy to improve belief propagation performance and match sum-of-squares methods.
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13 Lesons
34 minutes
On-Demand
Free-Video
International Mathematical Union

Enhancing Markov Chain Monte Carlo Sampling Methods with Deep Learning

0 rewiews
Explore advanced techniques combining Markov Chain Monte Carlo sampling with deep learning, focusing on importance sampling, normalizing flows, and non-equilibrium methods for enhanced efficiency in high-dimensional problems.
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13 Lesons
46 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Statistics and Data Analysis for Cosmology - Lecture 1

0 rewiews
Explore probability concepts in cosmology, including joint and conditional probability, PDFs, independence, Bayes' theorem, and data modeling for analyzing cosmic phenomena.
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10 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Fields Institute

MCMC Training of Bayesian Neural Networks

0 rewiews
Explore Bayesian Neural Networks, MCMC methods, and their applications in machine learning with Prof. Radford Neal. Gain insights into flexible modeling and practical implementations.
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22 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Fields Institute

Data Augmentation MCMC for Bayesian Inference from Privatized Data

0 rewiews
Explore data augmentation MCMC for Bayesian inference from privatized data, focusing on differential privacy challenges and solutions in statistical analysis.
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18 Lesons
28 minutes
On-Demand
Free-Video
Simons Institute

Nonparametric Bayesian Methods - Models, Algorithms, and Applications IV

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Explore probabilistic models for graphs, edge exchangeability, and graph paintbox representations in this advanced machine learning lecture on nonparametric Bayesian methods.
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16 Lesons
1 hour 4 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Statistics for Data Analysis with Exercises - Lecture 3

0 rewiews
Explore advanced statistical methods for data analysis in high-energy physics, focusing on practical applications and exercises to enhance understanding and skills in this specialized field.
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1 Lesons
1 hour 48 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Optimal Transport for Inverse Problems and Implicit Regularization

0 rewiews
Exploring optimal transport theory for inverse problems, addressing nonconvexity and noise sensitivity in least-squares methods, with applications in industry and broader data-fitting challenges.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Bayesian Reimaging of Sparsity in Inverse Problems - SIAM-IS Virtual Seminar

0 rewiews
Bayesian approach to sparse inverse problems in imaging and dictionary learning, featuring efficient computational framework and hierarchical prior models for sparsity promotion and automatic model reduction.
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22 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Society for Industrial and Applied Mathematics

Bayesian Reimaging of Sparsity in Inverse Problems - IMAGINE Seminar Series

0 rewiews
Explore Bayesian approaches to sparse inverse problems in imaging and dictionary learning, focusing on efficient computational frameworks and hierarchical prior models.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Alan Turing Institute

Bayesian Inference by Program Verification - Joost-Pieter Katoen, RWTH Aachen University

0 rewiews
Explore Bayesian inference through program verification, learning how weakest precondition reasoning can be applied to exact inference and analyzing expected sampling times in Bayesian networks.
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29 Lesons
45 minutes
On-Demand
Free-Video
Alan Turing Institute

Variational Bayesian Approximation of Inverse Problems Using Sparse Precision Matrices

0 rewiews
Explore Variational Bayes as an efficient alternative to MCMC for solving inverse problems in PDEs, using sparse precision matrices and stochastic optimization for improved computational tractability.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction to Probability and Bayesian Inference - Lecture 1

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Explore probability fundamentals and Bayesian inference principles in this comprehensive lecture, laying the groundwork for advanced data assimilation techniques in weather and climate modeling.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Bayesian Inference - Lecture 2

0 rewiews
Explore Bayesian inference principles, methods, and applications in data assimilation for weather and climate modeling. Gain insights into uncertainty estimation and practical implementation.
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1 Lesons
1 hour 37 minutes
On-Demand
Free-Video

Statistical Rethinking 2023

0 rewiews
Comprehensive exploration of advanced statistical concepts, from basic models to complex techniques like Gaussian Processes and Generalized Linear Models, enhancing analytical skills for data interpretation.
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20 Lesons
1 day 1 hour 41 minutes
On-Demand
Free-Video
Artem Kirsanov

The Key Equation Behind Probability - Entropy, Cross-Entropy, and KL Divergence

0 rewiews
Explore probability theory fundamentals, from surprise to entropy, cross-entropy, and KL divergence. Learn key concepts applicable to neuroscience and machine learning.
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9 Lesons
26 minutes
On-Demand
Free-Video
Dublin Institute for Advanced Studies DIAS

Learning Theory-Informed Priors for Bayesian Inference - A Case Study with Early Dark Energy

0 rewiews
Explore novel methods for learning theory-informed priors in Bayesian inference using normalizing flows, with applications to early dark energy models in cosmology.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Data Science Festival

Numbers and Art: Statistical Pitfalls and Their Consequences

0 rewiews
Explore statistical pitfalls in data analysis, from Simpson's Paradox to hypothesis testing. Learn to critically evaluate models and metrics, understanding their real-world implications beyond simple accuracy measures.
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1 Lesons
36 minutes
On-Demand
Free-Video
Inside Livermore Lab

Data-Driven Closure Modeling Using Derivative-free Kalman Methods

0 rewiews
Explore data-driven closure modeling for complex dynamical systems using derivative-free Kalman methods. Learn to improve predictions in turbulence and cloud dynamics with advanced machine learning techniques.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Bayesian Inference of Dependent Population Dynamics in Coalescent Models

0 rewiews
Explore Bayesian inference techniques for analyzing dependent population dynamics in coalescent models, focusing on applications in genomics and evolutionary biology.
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1 Lesons
37 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Bayesian Causal Inference: A Potential Outcome Perspective with Applications - Lecture

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Explore Bayesian causal inference from a potential outcome perspective, with practical applications and insights from Fabrizia Mealli's conference talk.
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1 Lesons
53 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Monte Carlo Guided Diffusion for Bayesian Linear Inverse Problems

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Explore Monte Carlo guided diffusion techniques for solving Bayesian linear inverse problems in this advanced mathematical presentation by Sylvain Le Corff.
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1 Lesons
37 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

An Introduction to State-Space Models, Particle Filters, and Sequential Monte Carlo - Lecture 1

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Explore state-space models, particle filters, and sequential methods in Bayesian statistics with Nicolas Chopin's comprehensive introduction to these advanced mathematical concepts.
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1 Lesons
1 hour 51 minutes
On-Demand
Free-Video
Isaac Newton Institute for Mathematical Sciences

From Quantum Entanglement to Future Data-Driven Engineering - Rothschild Lecture

0 rewiews
Explore high-dimensional Bayesian statistics in engineering, focusing on efficient data-physical model integration and uncertainty quantification. Learn about multilevel MCMC and measure-transport approaches.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
MICDE University of Michigan

Multiscale Generalized Hamiltonian Monte Carlo with Delayed Rejection

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Explore advanced sampling techniques combining generalized Hamiltonian Monte Carlo and delayed rejection for efficient multiscale distribution sampling, overcoming limitations of standard HMC methods.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
Conference GSI

Alpha Parallel Priors on One-Sided Truncated Exponential Family

0 rewiews
Explore alpha parallel priors in one-sided truncated exponential families, delving into advanced statistical concepts and their applications.
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1 Lesons
19 minutes
On-Demand
Free-Video
Conference GSI

Variational Gaussian Approximation of the Kushner Optimal Filter

0 rewiews
Explore the Variational Gaussian approximation technique for optimizing the Kushner filter, enhancing signal processing and estimation capabilities.
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1 Lesons
19 minutes
On-Demand
Free-Video
The Julia Programming Language

Fast Probabilistic Inference for ODEs with ProbNumDiffEq.jl

0 rewiews
Explore probabilistic ODE solvers with ProbNumDiffEq.jl. Learn Bayesian inference for numerical problems, implementation details, and future prospects in the Julia ecosystem.
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1 Lesons
28 minutes
On-Demand
Free-Video
ICTP-SAIFR

Statistical Models: Linking Data to Theory - Class 4

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Explore statistical models linking ecological data to theory, focusing on advanced techniques for quantitative analysis in ecology.
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1 Lesons
1 hour 26 minutes
On-Demand
Free-Video
Probabilistic AI School

Better Priors for Everyone - Keynote

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Explore advanced techniques for improving prior distributions in probabilistic models, enhancing Bayesian inference across various applications.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Probabilistic AI School

Bayesian Workflow

0 rewiews
Learn Bayesian workflow techniques for probabilistic modeling, including prior specification, model checking, and posterior predictive checks.
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1 Lesons
2 hours 19 minutes
On-Demand
Free-Video
Probabilistic AI School

Monte Carlo Methods

0 rewiews
Explore Monte Carlo methods for probabilistic AI, covering key concepts and applications in this comprehensive tutorial from ProbAI 2024.
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1 Lesons
2 hours 26 minutes
On-Demand
Free-Video
Probabilistic AI School

SDEs Are All You Need for Latent Variable Models

0 rewiews
Explore stochastic differential equations for latent variable models, focusing on applications in probabilistic AI and machine learning.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Probabilistic AI School

Bayesian Workflow

0 rewiews
Learn Bayesian workflow techniques for probabilistic modeling, from problem formulation to model evaluation and iteration, enhancing your data analysis skills.
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1 Lesons
2 hours 4 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Building a Measurement System for Personalization - A Bayesian Approach

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Explore Bayesian approaches for measuring personalization effectiveness, optimizing customer assignments, and designing MLOps-inspired measurement platforms for complex hierarchical experiments.
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12 Lesons
33 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Bayesian Markov Switching Space-Time Model for Zika in Colombia

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Explorez un modèle bayésien spatio-temporel à changement de régime markovien pour l'épidémie de Zika en Colombie, examinant les facteurs d'émergence, de transmission et de persistance de la maladie.
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1 Lesons
13 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Skew-Symmetric Approximations of Posterior Distributions - Colloque des Sciences Mathématiques du Québec

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Explore unified skew-normal distributions as conjugate priors for discretized Gaussian linear regressions, enhancing Bayesian inference and computation in regression models across various fields.
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1 Lesons
1 hour 5 minutes
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Free-Video
Centre de recherches mathématiques - CRM

Adaptive Bayesian Predictive Inference

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Explore adaptive Bayesian predictive inference for high-dimensional sparse mean estimation, examining sparsity priors and their performance in predictive density estimation under Kullback-Leibler loss.
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1 Lesons
50 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

An Exploration-Agnostic Characterization of the Ergodicity of Parallel Tempering

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Explore non-reversible parallel tempering's ergodicity in complex distributions, examining its efficiency and comparing it to classical methods through theoretical analysis and simulations.
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1 Lesons
48 minutes
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Free-Video
BIMSA

Variational Approximations for Bayesian and Semi-Bayesian Inferences

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Explore variational approximations in Bayesian inference, focusing on group-variable selection and heteroscedastic Gaussian processes. Learn efficient parameter estimation and process forecasting techniques.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
BIMSA

Bayesian Quantile Joint Modeling of Multivariate Longitudinal and Time-to-Event Data

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Explore Bayesian quantile joint modeling for multivariate longitudinal and time-to-event data, focusing on non-Gaussian outcomes and time-varying covariates in medical research applications.
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1 Lesons
54 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Automated Scalable Bayesian Inference via Data Summarization - 2018

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Explore scalable Bayesian inference techniques using data summarization. Learn about coresets, theoretical guarantees, and practical applications in large-scale data settings.
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11 Lesons
59 minutes
On-Demand
Free-Video