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NPTEL

Data Analytics with Python

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Learn Python-based data analytics, covering statistics, probability, hypothesis testing, regression, ANOVA, clustering, and decision trees. Gain practical skills for data-driven decision making and statistical analysis.
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61 Lesons
1 day 4 hours
On-Demand
Free-Video
The University of Chicago

Social Sequence Analysis: An Introduction and Overview

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Introduction to social sequence analysis: history, research applications, data sources, capabilities, limitations, and software options for analyzing event and state sequences.
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18 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Linux Plumbers Conference

Did You Behave in Real-Time? A Probabilistic Evaluation with Trace Data

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Explore probabilistic evaluation methods for real-time behavior using trace data, enhancing system performance analysis and reliability assessment.
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1 Lesons
20 minutes
On-Demand
Free-Video
Broad Institute

MPG Primer: suSIEx - Medical and Population Genetics 2023

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Explore suSIEx, a cutting-edge method for analyzing genetic data in medical and population genetics. Learn its principles, applications, and potential impact on understanding complex traits and diseases.
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1 Lesons
39 minutes
On-Demand
Free-Video
NIH Clinical Center

Study Design Part 1: Survival Analysis - Lecture 2C

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Explore survival analysis techniques for clinical research, covering key concepts and applications in study design and data interpretation.
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1 Lesons
47 minutes
On-Demand
Free-Video
NIH Clinical Center

Study Design Part 1 - Observational Studies - Lecture 2A

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Explore observational study designs in clinical and translational research, focusing on key principles and applications in medical research.
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1 Lesons
50 minutes
On-Demand
Free-Video
Simons Institute

Generalization in Robotic Behavior Cloning: Pitfalls and Promises

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Explore challenges and solutions in robotic behavior cloning, focusing on generalization in continuous state/action spaces. Gain insights into frameworks enabling agents to imitate complex behaviors with provable guarantees.
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1 Lesons
53 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
Computational Genomics Summer Institute CGSI

Using Classical Algorithms for Modern Applications: MCMC for Tail Calculations, EM - Lecture

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Explore classical algorithms applied to modern challenges: MCMC for tail probability estimation and EM for PET reconstruction. Gain insights into innovative adaptations of established methods for cutting-edge problems.
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1 Lesons
29 minutes
On-Demand
Free-Video
BioinformaticsDotCA

Informatics and Statistics for Metabolomics 2012

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Learn key concepts and tools for metabolomics analysis, including software, databases, statistical methods, and data integration techniques for advancing research in this field.
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7 Lesons
9 hours
On-Demand
Free-Video
Great Learning

Data Science for Beginners - Learn Data Science in 9 Hours

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This tutorial on "Data Science for Beginners" would help you to comprehensively master all the concepts of Data Science.
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6 Lesons
8 hours 48 minutes
On-Demand
Free-Video
Jonathan Walters

Statistical Methods

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Comprehensive lectures on statistical methods covering probability, distributions, hypothesis testing, and regression, with practical examples and review problems.
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24 Lesons
23 hours
On-Demand
Free-Video
Statistics is Fun A.H

Method of Moments Topics

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Explore estimation techniques for various probability distributions using the Method of Moments, including gamma, uniform, normal, binomial, and Pareto.
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5 Lesons
30 minutes
On-Demand
Free-Video
Statistics is Fun A.H

Linear Regression and Correlation

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Comprehensive exploration of linear regression and correlation, covering theory, calculations, and practical applications with solved examples and derivations.
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12 Lesons
2 hours 30 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

Statistics - Vol 6

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Master hypothesis testing for two means and proportions in independent and dependent samples, covering large and small sample sizes.
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13 Lesons
30 minutes
On-Demand
Free-Video

Statistical Methods - Biostatistics

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Comprehensive biostatistics training covering hypothesis testing, z-test, t-test, chi-square test, F-test, and ANOVA. Includes theory, applications, and problem-solving for robust statistical analysis in biological research.
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27 Lesons
7 hours
On-Demand
Free-Video

Applied Biostatistics

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Comprehensive exploration of biostatistical methods and applications, equipping learners with practical skills for data analysis in biological and medical research contexts.
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86 Lesons
11 hours
On-Demand
Free-Video
Banach Center

Applications of Robust Statistics for Periodicity Detection in Non-Gaussian Signals - Analysis in Bi-Frequency Domain

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Odkryj metody wykrywania okresowości w sygnałach niegaussowskich z wykorzystaniem statystyk odpornych i analizy w dziedzinie bi-częstotliwości.
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1 Lesons
25 minutes
On-Demand
Free-Video
日本混相流学会 (The Japanese Society for Multiphase Flow)

粒径分布の数学的取り扱い - 第1回

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粒径分布の数学的取り扱いについて学び、混相流の基礎知識を深める。大阪大学名誉教授による専門的な講義で、混相流学の理解を促進。
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1 Lesons
25 minutes
On-Demand
Free-Video
日本混相流学会 (The Japanese Society for Multiphase Flow)

Particle Size Distribution: Mathematical Treatment - Part 1

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探索粒子尺寸分布的数学处理方法，学习如何分析和表征多相流中的颗粒系统。
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1 Lesons
27 minutes
On-Demand
Free-Video
日本混相流学会 (The Japanese Society for Multiphase Flow)

粒径分布の数学的取り扱い - 第2回

0 rewiews
粒径分布の数学的取り扱いを学び、混相流の基礎知識を深める。大阪大学名誉教授による専門的な講義で、混相流学の理解を促進。
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1 Lesons
48 minutes
On-Demand
Free-Video
日本混相流学会 (The Japanese Society for Multiphase Flow)

Particle Size Distribution: Mathematical Treatment - Part 2

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探索粒子尺寸分布的数学处理方法,深入了解多相流动中粒子行为的高级分析技术。
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1 Lesons
53 minutes
On-Demand
Free-Video
Alan Turing Institute

Data-Centric Engineering in Aero-Engines - Pranay Seshadri, Cambridge

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Explore data-centric engineering in aero-engines, covering blade design, uncertainty estimation, and computational fluid dynamics for improved performance and reduced costs in aerospace.
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22 Lesons
45 minutes
On-Demand
Free-Video
Fields Institute

Predicting What Comes Next: Modelling the COVID-19 Epidemic

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Explore mathematical modeling techniques for predicting COVID-19 epidemic trends and future scenarios, with insights from public health experts.
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1 Lesons
29 minutes
On-Demand
Free-Video
Joint Mathematics Meetings

Learning from COVID-19 Data on Transmission, Health Outcomes, Interventions and Vaccination

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Explore COVID-19 data analysis on transmission, outcomes, interventions, and vaccination with Harvard researcher Xihong Lin in this insightful lecture from the Joint Mathematics Meetings.
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1 Lesons
58 minutes
On-Demand
Free-Video
Neuro Symbolic

Ideas on Conducting Experiments in AI and ML

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Explore various experimental approaches in AI and ML, focusing on methodologies used in cutting-edge research and practical applications.
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1 Lesons
25 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
Association for Computing Machinery (ACM)

Unbiased Learning-to-Rank Needs Unconfounded Propensity Estimation

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Explore advanced techniques in unbiased learning-to-rank systems, focusing on propensity estimation methods and their impact on fair ranking algorithms and search result optimization.
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1 Lesons
15 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Low Rank Tensor Methods in High Dimensional Data Analysis

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Explore low rank tensor methods for analyzing high-dimensional data in various fields. Learn about recent progress, challenges, and applications in extracting information from multilinear arrays.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Persistent Cycle Registration and Topological Bootstrap

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Novel approach for comparing persistent homology representations, utilizing spatial placement of persistent cycles. Demonstrates application in topological inference to differentiate signal from noise in point cloud data.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Joint Mathematics Meetings

In Praise of Small Data - Statistical and Data Science

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Explore the significance of small data in statistical and data science, emphasizing its role alongside big data in modern research and analysis methodologies.
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1 Lesons
55 minutes
On-Demand
Free-Video
Alan Turing Institute

Digital Twins in Engineering: From Air Pollution to Cardiology - Day 3

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Advancing digital twins: Experts explore foundational aspects, research challenges, and key applications, bridging data-driven and mechanistic modeling for engineering and scientific domains.
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1 Lesons
2 hours 58 minutes
On-Demand
Free-Video
Alan Turing Institute

Digital Twins Workshop: Foundations and Challenges - Day 1

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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
International Centre for Theoretical Sciences

Advances in Predictive Models for Single-cell and Regulatory Genomics

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Explore cutting-edge predictive models for single-cell and regulatory genomics, enhancing understanding of cancer progression and potential treatment approaches.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Interactive Session on Data Analysis - Lecture 2

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Hands-on data analysis session exploring techniques and tools for probing hadron structure at the Electron-Ion Collider, emphasizing practical skills and real-world applications.
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1 Lesons
53 minutes
On-Demand
Free-Video
Linux Foundation

When AI Became ML, and Then AI Again - Tracing the Evolution of Terms and Technologies

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Explore the evolution of AI and ML terminology, from early ambitious goals to specialized algorithms, and their recent convergence, reflecting the field's dynamic nature and growing demand for specialized infrastructure.
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1 Lesons
32 minutes
On-Demand
Free-Video
USC Information Sciences Institute

A Gateway to Trustworthy AI: Using Visual Analytics to Unmask Coincidental Correlations

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Explore visual analytics techniques to identify and address spurious correlations in AI systems, enhancing trustworthiness and reliability in machine learning and data-driven decision-making.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
Data Science Conference

Data-Driven Insights for Drug Kinetics and Dynamics in Therapeutic Strategies

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Explore how data-driven approaches and advanced statistical methods optimize drug behavior analysis and therapeutic strategies for personalized healthcare outcomes and improved treatment effectiveness.
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1 Lesons
31 minutes
On-Demand
Free-Video
Kyoto-U OCW - Unofficial

Research Integrity: Statistical Methods for Monitoring Data Integrity - Part 1

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Discover statistical methods for monitoring data integrity in research, focusing on techniques to identify truthful results and detect potential research misconduct in clinical trials.
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1 Lesons
45 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Issues with Deconvolution Using Single-Cell Profiles - CGSI 2024

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Explore challenges in deconvolution using single-cell profiles, examining key issues and potential solutions in computational genomics.
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1 Lesons
21 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Methods for Analyzing Biobank Data: Statistical, Computational, and Privacy Challenges

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Explore statistical, computational, and privacy challenges in analyzing biobank data. Learn scalable methods for estimating SNP heritability, variance components, and gene-environment interactions in complex traits.
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1 Lesons
39 minutes
On-Demand
Free-Video
jbstatistics

Using a Standard Normal Table

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Learn to interpret standard normal tables, calculate areas and percentiles for normal distributions, and standardize variables in this comprehensive statistical guide.
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5 Lesons
30 minutes
On-Demand
Free-Video
Alan Turing Institute

Fast and Optimal Low-Rank Tensor Regression via Importance - Garvesh Raskutti, UW-Madison

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Explore low-rank tensor regression using importance sketching for efficient high-dimensional data analysis, with theoretical guarantees and practical applications in neuroimaging.
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29 Lesons
37 minutes
On-Demand
Free-Video
Richard McElreath

Statistical Rethinking 2023 - Markov Chain Monte Carlo

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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 - Markov Chain Monte Carlo

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Explore Markov chain Monte Carlo and Hamiltonian Monte Carlo methods, including practical implementation in Stan and diagnostic techniques for statistical modeling.
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9 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Simons Institute

Sampling Crash Course

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Explore geometric methods in optimization and sampling, covering direct methods, Markov chain Monte Carlo, and probabilistic approaches for efficient algorithm design and analysis.
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15 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Derek Banas

Statistics Tutorial with Python - Fundamentals and Data Analysis

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Learn Python-based statistics: data types, visualization, measures of central tendency, dispersion, and relationships between variables. Gain practical skills for data analysis.
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13 Lesons
28 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

The Power of Sampling by Peter W. Glynn

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Explore sampling methods in statistics, computation, and engineering. Learn about their history, applications, and advantages in overcoming dimensional challenges and creating scalable algorithms.
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45 Lesons
1 hour 29 minutes
On-Demand
Free-Video
International Mathematical Union

Enhancing Markov Chain Monte Carlo Sampling Methods with Deep Learning

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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
Fields Institute

MCMC Training of Bayesian Neural Networks

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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
International Mathematical Union

Second and Higher Order Statistical Methods in Some Once Differentiable Problems

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Explores advanced statistical methods for high-dimensional data analysis, including bias correction in linear regression, bootstrap techniques for distribution approximation, and functional estimation of mean vectors.
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1 Lesons
46 minutes
On-Demand
Free-Video
International Mathematical Union

Elchanan Mossel: Combinatorial Statistics and the Sciences

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Explore the intersection of combinatorial statistics and scientific applications with insights from renowned mathematician Elchanan Mossel in this thought-provoking lecture.
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1 Lesons
45 minutes
On-Demand
Free-Video
Fields Institute

Using Statistical Methods and Reproducible Tools to Gain New Insights from Biomed and Public Health Data

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Learn statistical methods and reproducible tools for analyzing biomedical and public health data, gaining valuable insights for research and decision-making in healthcare.
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1 Lesons
54 minutes
On-Demand
Free-Video
NIOS

Statistical Methods for Scientists and Engineers

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Comprehensive exploration of statistical techniques including parametric and non-parametric methods, multivariate analysis, and probability distributions for scientific and engineering applications.
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27 Lesons
1 day 2 hours
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

T-Test: Fundamentals and Applications - Lecture 9

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Explore the fundamentals and practical applications of t-tests in statistical analysis, enhancing your ability to interpret and conduct hypothesis testing effectively.
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1 Lesons
22 minutes
On-Demand
Free-Video
IEEE

Efficient Truncated Statistics with Unknown Truncation

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Explore efficient methods for analyzing truncated data with unknown truncation points, enhancing statistical inference in various fields of study.
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1 Lesons
20 minutes
On-Demand
Free-Video
Alan Turing Institute

Stratification for Markov Chain Monte Carlo

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Explore advanced Markov Chain Monte Carlo techniques, focusing on stratification methods for complex systems modeling and statistical inference in various scientific domains.
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1 Lesons
39 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Point Estimation Combining Measurements and Fitting - Lecture 2

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Explore advanced statistical techniques for point estimation, measurement combination, and data fitting in high-energy physics, enhancing analysis skills for complex experimental data.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Bayesian Inference - Lecture 2

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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
International Centre for Theoretical Sciences

Tools of High Dimensional Data - Lecture 3

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Explore high-dimensional data analysis techniques with Bruce Walsh, focusing on advanced tools and methods for complex datasets in biological evolution and genetics.
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1 Lesons
1 hour 42 minutes
On-Demand
Free-Video

Statistical Rethinking 2023

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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
Simons Institute

Distribution Testing - Hypothesis Testing from Very Little or Very Private Data

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Explore hypothesis testing techniques for distribution analysis using limited or private datasets, focusing on sublinear algorithms and their applications in data science.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Making Sense of Your Data: Statistics and Machine Learning - Lecture 1

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Explore statistical techniques and machine learning methods for data analysis in neutrino physics, enhancing your ability to extract meaningful insights from complex datasets.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Data Science Festival

Improving Insights by Utilizing Causal Inference Methods

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Explore causal inference methods to de-bias data, approximate incremental improvements, and accelerate insights using propensity score matching and regression discontinuity.
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1 Lesons
40 minutes
On-Demand
Free-Video
Data Science Festival

Proving the Impact: Using Synthetic Control to Evaluate Intervention Effectiveness

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Explore Synthetic Control methodology for measuring intervention impact when A/B testing isn't feasible. Learn to construct "synthetic" units, estimate causal effects, and apply this innovative approach to real-world scenarios.
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1 Lesons
37 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Statistical Methods for Cancer Risk Prediction Models - CGSI 2023

0 rewiews
Explore statistical methods for cancer risk prediction models, focusing on Bayesian approaches and applications to Li-Fraumeni syndrome and personalized risk assessment for cancer survivors.
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1 Lesons
51 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Statistical Methods for Data Analysis in Particle Physics - Lecture 4

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Statistical techniques for particle physics data analysis, covering advanced methods and applications in experimental high-energy physics research.
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1 Lesons
1 hour 49 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Statistical Methods for Data Analysis in Particle Physics - Lecture 2

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Explore advanced statistical techniques for particle physics data analysis, focusing on hypothesis testing, confidence intervals, and likelihood methods in experimental research.
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1 Lesons
2 hours
On-Demand
Free-Video
Galileo Galilei Institute

Statistical Methods for Data Analysis in Particle Physics - Lecture 1

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Explore statistical methods for particle physics data analysis, covering fundamental concepts and techniques essential for researchers in high-energy physics experiments.
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1 Lesons
1 hour 52 minutes
On-Demand
Free-Video
The Julia Programming Language

Causal Machine Learning with CausalELM - JuliaCon 2024

0 rewiews
Explore causal machine learning with CausalELM, covering potential outcomes, real-world examples, extreme learning machines, and estimators. Learn practical implementation for various applications without extensive statistical background.
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1 Lesons
28 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
NPTEL-NOC IITM

Statistical Methods in Hypothesis Testing: Z-Test and T-Test - Part 1

0 rewiews
Explore statistical methods for hypothesis testing, focusing on z-test and t-test applications and their significance in data analysis.
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1 Lesons
30 minutes
On-Demand
Free-Video
Neuro Symbolic

Markov Random Fields, Markov Chains, and Markov Logic Networks - Probabilistic Graphical Models Tutorial

0 rewiews
Explore Markov Random Fields, Logic Networks, and Chains. Dive into probabilistic graphical models with Professor Simari, covering key concepts and applications in AI and machine learning.
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10 Lesons
44 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

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
Institut des Hautes Etudes Scientifiques (IHES)

Sampling through Exploration Exploitation in Markov Chain Monte Carlo

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Explore an innovative Markov chain Monte Carlo algorithm combining global proposals and mobile moves for efficient, parallelizable sampling in various applications.
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1 Lesons
35 minutes
On-Demand
Free-Video
Prof. Ryan C. Cooper

ME3255 - Quantitative Descriptions on Monte Carlo Models

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Explore Monte Carlo models through quantitative descriptions, enhancing understanding of statistical simulation techniques and their applications in engineering and science.
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1 Lesons
25 minutes
On-Demand
Free-Video
Institut des Hautes Etudes Scientifiques (IHES)

Mathematical Foundation of Various MCMC Methods

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Explore advanced MCMC methods for combinatorial optimization, including multi-spin flip techniques. Compare mathematical and numerical results to evaluate efficiency in different contexts.
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1 Lesons
51 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
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Functional Priors for Bayesian Deep Learning

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Explore functional priors for Bayesian deep learning, focusing on imposing Gaussian process priors on neural networks through Wasserstein distance minimization.
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1 Lesons
58 minutes
On-Demand
Free-Video
Uncertainty in Artificial Intelligence

Partial Identification of Dose Responses with Hidden Confounders - UAI 2023 Oral Session 3

0 rewiews
Explore novel methods for bounding continuous-valued treatment effects with hidden confounders in causal inference, enhancing decision-making in observational studies.
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1 Lesons
30 minutes
On-Demand
Free-Video
Kyoto-U OCW - Unofficial

家畜育種学・量的遺伝学における統計的手法の過去現在未来 - 第3章

0 rewiews
家畜育種学と量的遺伝学における統計的手法の歴史的発展について、メンデル遺伝学以降の創始者たちの貢献を探求する15分のセミナー講演。
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1 Lesons
15 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Introduction of BDT and NN for Classification in HEP

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Introduction to Boosted Decision Trees and Neural Networks for particle classification in High Energy Physics, covering fundamental concepts and applications in experimental data analysis.
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1 Lesons
1 hour 44 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Data-Driven Cosmology by Jia Liu

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Explore data-driven approaches in cosmology, leveraging statistical methods and machine learning to analyze vast datasets and uncover insights about the universe's structure and evolution.
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1 Lesons
1 hour 20 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Statistical Methods and Machine Learning in High Energy Physics - Project Presentation Session 2

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Explore cutting-edge statistical methods and machine learning applications in high energy physics through expert presentations, fostering collaboration and innovation in data-driven research.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
AGU

Maximizing Statistical Power When Verifying Probabilistic Forecasts of Hydrometeorological Events

0 rewiews
Learn techniques to enhance statistical power in verifying probabilistic forecasts of hydrometeorological events, improving accuracy and reliability in weather and water-related predictions.
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1 Lesons
22 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

ML4Higgs - Success and Future Prospects by Nick Smith

0 rewiews
Explore machine learning applications in high-energy physics, focusing on Higgs boson research. Learn about successful ML techniques and future prospects in analyzing LHC data for new physics discoveries.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Exercise with Root - Lecture 3

0 rewiews
Hands-on ROOT exercise exploring data analysis techniques in high-energy physics, led by expert Tommaso Dorigo. Practical application of statistical methods for particle physics research.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Chemometrics & Machine Learning in Copenhagen

TUSCA: A Method for Tucker3 Modeling with ASCA+ - Webinar

0 rewiews
Explore TUSCA, a novel method combining Tucker3 and ASCA+ for analyzing multi-way datasets from designed experiments, enhancing interpretation and visualization of complex data structures.
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1 Lesons
56 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Measurement Uncertainty in Physics

0 rewiews
Explore measurement uncertainty in physics, focusing on experimental techniques, error analysis, and data interpretation to enhance research skills and scientific accuracy.
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1 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Efficient Cosmological Model Selection with Bayesian Optimization

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Explore Bayesian optimization techniques for efficient cosmological model selection, enhancing understanding of the universe's structure and evolution.
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1 Lesons
1 hour
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Galileo Galilei Institute

Statistical Methods for Data Analysis in Particle Physics - Lecture 3

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Explore advanced statistical techniques for analyzing particle physics data, focusing on hypothesis testing, confidence intervals, and likelihood methods in experimental research.
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1 Lesons
2 hours 3 minutes
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ICTP-SAIFR

Quantitative Foundations of Ecological and Evolutionary Biology - Class 09

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Explore quantitative foundations of ecological and evolutionary dynamics through advanced mathematical concepts and modeling techniques.
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1 Lesons
1 hour 25 minutes
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NPTEL-NOC IITM

Propagation of Errors in Measurements - Part 2

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Explore error propagation in mathematical operations involving measured values, including sums, differences, products, and functions.
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1 Lesons
20 minutes
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NPTEL-NOC IITM

Propagation of Errors in Measurements - Part 1

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Explore error propagation in measurements, including sum, difference, product, and functional relationships between values.
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1 Lesons
28 minutes
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MICDE University of Michigan

Exploring the Dark Universe - Challenges in Cosmology

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Explore the Dark Universe with Dr. Katrin Heitmann, delving into cosmology's exciting phase, dark matter, dark energy, and challenges in data interpretation using supercomputer simulations.
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1 Lesons
59 minutes
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Valence Labs

Timewarp: Transferable Acceleration of Molecular Dynamics by Time-Coarsened Dynamics

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Explore Timewarp: a transferable method for accelerating molecular dynamics simulations using normalizing flows, enhancing sampling efficiency for equilibrium properties of molecular systems.
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9 Lesons
55 minutes
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Valence Labs

Timewarp: Transferable Acceleration of Molecular Dynamics by Learning Time-Coarsened Dynamics

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Explore accelerated molecular dynamics simulation using Timewarp, a transferable AI method for efficient sampling of molecular systems and discovery of metastable states.
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12 Lesons
1 hour 15 minutes
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