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#Bayesian Methods

Showing: 45 courses
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

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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
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
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
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
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

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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
Conference GSI

Statistical Methods for Medical Image Processing and Reconstruction

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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
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

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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
Paul G. Allen School

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

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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

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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

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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

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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

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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

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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

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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
International Centre for Theoretical Sciences

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

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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
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

Artificial Intelligence in Medical Imaging for Precision Medicine by Vaanathi Sundaresan

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Explore AI applications in medical imaging for precision medicine, covering deep learning techniques, image analysis, and their impact on diagnosis and treatment planning.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Lung Disease and AI Applications - From Cough Sounds to CT Scan by Anurag Agrawal

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Explore AI applications in lung disease diagnosis, from analyzing cough sounds to interpreting CT scans. Learn how machine learning enhances detection and treatment of respiratory conditions.
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1 Lesons
58 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Cause of Obesity, Diabetes & CVD Epidemic by Ponnusamy Saravanan

0 rewiews
Explores the role of Gestational Diabetes Mellitus in obesity, diabetes, and cardiovascular disease epidemics, discussing its causes, impacts, and potential interventions.
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1 Lesons
56 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

The Healthy Life Trajectories Initiative - Implementation, Challenges and Future

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Exploring the Healthy Life Trajectories Initiative's implementation, challenges, and future prospects, focusing on improving health outcomes through data-driven approaches and collaborative research.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
UofU Data Science

Probabilistic Machine Learning - Lecture 26

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Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical and practical aspects in this graduate-level academic session.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Federated Learning One World Seminar

A Bayesian Approach for Personalized Federated Learning - Seminar 93

0 rewiews
Discover how Bayesian approaches enhance personalized federated learning through innovative statistical methods and practical applications in distributed machine learning environments.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

ML for Microbial Genomics by Janani Ravi

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Explore machine learning applications in microbial genomics, focusing on data analysis techniques and their relevance to understanding microbial genetic structures and functions.
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1 Lesons
1 hour 13 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Macular Maladies - Degenerations, Detachments and Holes - Protean

0 rewiews
Explore macular degenerations, detachments, and holes with expert insights. Learn about diagnosis, treatment options, and latest advancements in managing these complex retinal conditions.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
MITCBMM

Dimensionality Reduction for Matrix- and Tensor-Coded Data

0 rewiews
Explore matrix and tensor factorizations for data compression, including PCA, NMF, and CP tensor decomposition. Learn theoretical foundations and practical applications in scientific domains.
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20 Lesons
54 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Insight and Inequity by Gagandeep Kang

0 rewiews
Exploring health inequities and insights in India, focusing on challenges in data collection, analysis, and implementation for improved public health outcomes.
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1 Lesons
56 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Novel Statistical and Machine Learning Methods for Single Cell Data Analysis

0 rewiews
Explore innovative statistical and machine learning techniques for analyzing single-cell data, enhancing understanding of cellular heterogeneity and biological processes at unprecedented resolution.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Public Health Data Sources for Machine Learning and Examples of Research

0 rewiews
Explore public health data sources for machine learning and discover research examples in this informative talk. Learn how to leverage data for innovative health studies and applications.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

ML and Health Care - An Obgyn Perspective by Uma Ram

0 rewiews
Explore machine learning applications in obstetrics and gynecology from an expert's perspective, focusing on potential benefits and challenges in women's healthcare.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Digital Twins in Healthcare by Anurag Agrawal

0 rewiews
Explore the potential of digital twins in healthcare, focusing on their applications, benefits, and impact on patient care, medical research, and healthcare systems optimization.
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1 Lesons
56 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

How to Train Your DragoNN - A Primer on Deep Learning for Regulatory

0 rewiews
Explore deep learning techniques for regulatory genomics, focusing on key benefits and applications in analyzing genomic data for improved understanding of gene regulation.
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1 Lesons
58 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction to Probability, Statistics, Statistical Testing

0 rewiews
Explore fundamental concepts of probability, statistics, and statistical testing, essential for understanding data analysis and machine learning in health and disease research.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Data- Access, Analysis and Distillation by K VijayRaghavan

0 rewiews
Explore data access, analysis, and distillation techniques for machine learning in healthcare. Learn to harness computational methods for understanding health-related data across multiple domains.
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1 Lesons
49 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Heterogeneity of Type-2 Diabetes in India - I by V Mohan

0 rewiews
Explore the diverse manifestations of Type-2 Diabetes in India with Dr. V Mohan, gaining insights into its unique characteristics and implications for diagnosis and treatment in the Indian population.
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1 Lesons
1 hour
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Recent Progress in Acoustic Speaker and Language Recognition - October 2013

0 rewiews
Explore recent advancements in speaker and language recognition, focusing on GMM subspace methods, pattern classification, and Bayesian approaches for improved performance and domain adaptation.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

A Bayesian Model of Cash Bail Decisions

0 rewiews
Explore a Bayesian approach to modeling cash bail decisions, examining the factors influencing judicial determinations and their implications for fairness in the criminal justice system.
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1 Lesons
17 minutes
On-Demand
Free-Video
OWASP Foundation

Prove It! - Confronting Security With Data

0 rewiews
Explore data-driven methods to measure and improve security capabilities in rapidly scaling businesses, focusing on quantitative strategies and decision analysis techniques.
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15 Lesons
44 minutes
On-Demand
Free-Video
Data Science Festival

Better Photos - Leveraging Product Insights to Optimize Machine Learning Models

0 rewiews
Explore advanced analytical techniques for optimizing photo selection in dating apps. Learn about statistical considerations, product insights, and impact on engagement and revenue metrics.
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1 Lesons
36 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

The Role of Machine Learning in Facilitating Fusion Energy Research

0 rewiews
Explore machine learning applications in fusion energy research, including turbulence simulation speed-ups and predicting rare events. Gain insights into ML's potential to accelerate progress towards clean, abundant fusion energy.
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1 Lesons
43 minutes
On-Demand
Free-Video
Center for Language & Speech Processing(CLSP), JHU

Discriminative Classification with Incomplete Data - Lecture

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Explore advanced discriminative classification techniques for structured data with missing information, focusing on maximum entropy principles and large margin methods for robust decision-making.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
UofU Data Science

Probabilistic Machine Learning - Lecture 19

0 rewiews
Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical and practical aspects in this graduate-level academic session.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science

Probabilistic Machine Learning - Lecture 27

0 rewiews
Dive into advanced data science concepts through comprehensive lecture coverage of key theoretical and practical aspects in modern data analysis and machine learning.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video