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#Statistical Inference

Showing: 181 courses
NPTEL

Business Analytics for Management Decision

8 rewiews
This course will be exclusively quantitative and an application to business/management-related problems. It is connected with problem sets and real life cases to know the relevance of a particular problem and the decision-making thereof.
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60 Lesons
1 day 15 hours
On-Demand
Free-Video
Stanford University

Deep Generative Models - Discrete Latent Variable Models - Lecture 17

0 rewiews
Explore discrete latent variable models in deep generative modeling, covering key concepts and applications in AI and machine learning.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Stanford University

Deep Generative Models - Maximum Likelihood Learning - Lecture 4

0 rewiews
Explore maximum likelihood learning in deep generative models with Stanford's Stefano Ermon. Gain insights into advanced AI techniques and their applications in this comprehensive lecture.
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1 Lesons
1 hour 24 minutes
On-Demand
Free-Video
Duke University

Causal Inference Bootcamp - Your Guide to Experiments

0 rewiews
Comprehensive guide to causal inference, covering experimental design, analysis, and real-world applications. Explores controlled experiments, natural experiments, and key issues in research methodology.
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31 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Santa Fe Institute

Physics-Inspired Algorithms and Phase Transitions in Community Detection - 2014 Symposium

0 rewiews
Explore physics-inspired algorithms for community detection, including phase transitions, statistical inference, and belief propagation. Learn about innovative approaches to clustering and network analysis.
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26 Lesons
48 minutes
On-Demand
Free-Video
Santa Fe Institute

On the Foundations of Info-Metrics

0 rewiews
Explore the science of info-metrics for modeling and inferring from limited data, with insights on reasoning under uncertainty and insufficient information.
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1 Lesons
58 minutes
On-Demand
Free-Video
Santa Fe Institute

Phylodynamics and Markov Genealogy Processes

0 rewiews
Explore phylodynamics and Markov genealogy processes to infer disease transmission from genomic data. Learn about a unified approach using exact likelihood expressions and dynamic genealogy evolution.
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1 Lesons
56 minutes
On-Demand
Free-Video
NPTEL

Advanced Probability Theory

0 rewiews
The course introduces the concept of probability through Kolmogorov’s Axioms. It develops the concept of probability density function, cumulative distribution function, and introduces the concept of a random variable.
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30 Lesons
1 day 5 hours
On-Demand
Free-Video
Broad Institute

Data Thinning to Avoid Double Dipping in Statistical Analysis - Lecture 1

0 rewiews
Explore data thinning techniques to prevent double dipping in statistical analysis, with applications in single-cell RNA sequencing and unsupervised learning problems.
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1 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Broad Institute

Causal Representation Learning Through Multi-Modal Data Integration

0 rewiews
Explore causal representation learning techniques for integrating multi-modal data in this workshop by Caroline Uhler from MIT and Broad Institute.
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1 Lesons
1 hour 17 minutes
On-Demand
Free-Video
PCS Institute for Basic Science

Irreversibility and Inference: Classical and Quantum Reverse Processes via Bayesian Inversion

0 rewiews
Explore classical and quantum reverse processes through Bayesian inversion, delving into irreversibility and inference concepts with Clive Cenxin Aw.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video

The Statistical Process

0 rewiews
Explore key statistical concepts including data types, sampling methods, survey design, inference, significance, and measures of central tendency and spread.
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14 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Hypothesis Testing and P-Values

0 rewiews
Learn key concepts in statistical inference, including p-values, hypothesis testing, t-tests, and ANOVA. Develop skills to choose appropriate tests and interpret results for data-driven decision making.
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15 Lesons
1 hour 30 minutes
On-Demand
Free-Video

Biostatistics and Epidemiology Lecture Series

0 rewiews
Comprehensive lecture series covering essential biostatistics and epidemiology concepts, from basics to advanced topics like probability, statistical inference, and survival analysis.
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8 Lesons
4 hours 30 minutes
On-Demand
Free-Video

Fundamentals of Biostatistics

0 rewiews
Learn key biostatistics concepts, research methods, data types, and the scientific process for effective study design and analysis in health sciences.
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24 Lesons
35 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Computable Stability for Persistence Rank Function Machine Learning

0 rewiews
Exploring persistent rank functions and rank invariants as alternatives to persistent homology barcodes, with applications in machine learning and topological data analysis.
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1 Lesons
57 minutes
On-Demand
Free-Video
Banach Center

Statistical Inference for Elementary Oscillator-Based True Random Number Generators

0 rewiews
Poznaj metody statystycznego wnioskowania dla generatorów liczb losowych opartych na oscylatorach elementarnych.
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1 Lesons
30 minutes
On-Demand
Free-Video
Banach Center

Wnioskowanie Statystyczne dla Modeli Niezawodności Oprogramowania

0 rewiews
Poznaj metody wnioskowania statystycznego w modelach niezawodności oprogramowania. Zgłęb techniki analizy i oceny niezawodności systemów informatycznych.
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1 Lesons
41 minutes
On-Demand
Free-Video
APS Physics

Norwegian Regional Stochastic Model of COVID-19 Epidemics

0 rewiews
Explore Norway's stochastic SEIR model for COVID-19, including data collection, mobility tracking, and decision-making processes in public health management.
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1 Lesons
1 hour 21 minutes
On-Demand
Free-Video
Mathematical Oncology

Computational Methods for Inferring Tumor Evolution and Heterogeneity

0 rewiews
Explore computational techniques for analyzing tumor evolution and heterogeneity, enhancing understanding of cancer progression and treatment strategies.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Institut Henri Poincaré

Tree-Free Phylodynamic Inference for Emerging Viral Pathogens and Lineages

0 rewiews
Explore tree-free phylodynamic methods for analyzing emerging viral pathogens and lineages, focusing on innovative approaches to study viral evolution and spread.
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1 Lesons
24 minutes
On-Demand
Free-Video
Finnish Center for Artificial Intelligence FCAI

Noise-Aware Statistical Inference with Differentially Private Synthetic Data

0 rewiews
Explore noise-aware statistical inference techniques for differentially private synthetic data, combining multiple imputation and Bayesian modeling to produce accurate uncertainty estimates for population-level quantities.
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14 Lesons
27 minutes
On-Demand
Free-Video
Isaac Newton Institute for Mathematical Sciences

The Promise of Differential Privacy

0 rewiews
Explore differential privacy's role in addressing false discoveries and privacy risks in big data analysis. Learn theoretical foundations and practical applications.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Instrumental Variable Estimation - Part VII: Testing Overidentification and Instrument Validity

0 rewiews
Explore test for overidentification, validity of instruments, and calculus interpretation of IV in instrumental variable estimation.
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1 Lesons
38 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Instrumental Variable Estimation for Multiple Linear Regression Models - Part IV

0 rewiews
Explore IV techniques for MLRM, generalized MLRM, multiple instruments, and endogenous variables in econometric modeling.
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5 Lesons
35 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Instrumental Variable Estimation - Part II

0 rewiews
Explore advanced IV estimation techniques, addressing endogeneity issues and understanding key conditions for effective implementation in econometric analysis.
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1 Lesons
31 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Instrumental Variable Estimation - Part III

0 rewiews
Explore IV techniques for MLRM, Generalised MLRM, multiple instruments, and endogenous variables in econometric analysis.
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1 Lesons
27 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Instrumental Variable Estimation - Part I

0 rewiews
Explore IV estimation, endogenous explanatory variables, and conditions for instrumental variables in econometric analysis.
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1 Lesons
25 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Dynamic Panel Data Model: Post-Estimation and Sample Bias - Part 11

0 rewiews
Explore post-estimation techniques for Dynamic Panel Data models, including overidentification and sample bias analysis.
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1 Lesons
25 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Dynamic Panel Data Model - Part V: Anderson-Hsiao Estimator and Generalized Methods of Moment

0 rewiews
Explore Anderson-Hsiao Estimator and Generalized Methods of Moment in dynamic panel data modeling.
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1 Lesons
31 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Dynamic Panel Data Model - Part IV: Anderson-Hsiao, Haltz-Ekin, and Arellano-Bond Models

0 rewiews
Explore advanced dynamic panel data models including Anderson-Hsiao, Haltz-Ekin, and Arellano-Bond approaches for econometric analysis.
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1 Lesons
31 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

On Robustness and Local Differential Privacy

0 rewiews
Explore robustness and local differential privacy in mathematical statistics with Thomas Berrett's insightful conference talk at CIRM.
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1 Lesons
39 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Privacy: Definitions, Procedures, and Open Problems

0 rewiews
Explore privacy definitions, procedures, and open problems in mathematical statistics with John Duchi's comprehensive conference talk.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Conference GSI

On Fisher Information Matrix, Array Manifold Geometry and Time Delay Estimation

0 rewiews
Explore Fisher information matrix, array manifold geometry, and time delay estimation concepts in signal processing and their interconnected applications.
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1 Lesons
23 minutes
On-Demand
Free-Video
Simons Institute

Statistical Inference I

0 rewiews
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
International Centre for Theoretical Sciences

Graph Alignment: Informational and Computational Limits - Lecture 1

0 rewiews
Explore graph alignment challenges, focusing on informational and computational limits in data science. Gain insights into probabilistic methods for analyzing complex network structures.
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1 Lesons
1 hour
On-Demand
Free-Video
Alan Turing Institute

Statistical Analysis of Networks - Professor Gesine Reinert, University of Oxford

0 rewiews
Explore network analysis techniques, from basic summaries to advanced models, for interpreting complex data structures and making statistical inferences.
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19 Lesons
1 hour 37 minutes
On-Demand
Free-Video
Alan Turing Institute

Statistical Inference for Networks - Professor Gesine Reinert, University of Oxford

0 rewiews
Explore network analysis, from basic concepts to advanced statistical methods, covering degree distributions, clustering coefficients, and mathematical models for understanding complex interconnected systems.
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35 Lesons
51 minutes
On-Demand
Free-Video
IEEE

Cookbook Lower Bounds for Statistical Inference in Distributed and Constrained Settings - Part 3

0 rewiews
Explore advanced statistical inference techniques for distributed and constrained environments, focusing on lower bound analysis and practical applications in complex data scenarios.
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1 Lesons
1 hour 10 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Computational Cancer Biology: An Expedition Towards Precision Oncology

0 rewiews
Explore computational approaches in cancer research, from mathematical modeling to machine learning, aimed at understanding disease progression and developing precision treatments.
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1 Lesons
1 hour 22 minutes
On-Demand
Free-Video
Fields Institute

Identifying Nonlinear Dynamics with High Confidence from Sparse Data

0 rewiews
Explore techniques for confidently identifying nonlinear dynamics using limited data, focusing on advanced mathematical approaches and their applications in complex systems analysis.
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1 Lesons
29 minutes
On-Demand
Free-Video
Centre de recherches mathématiques - CRM

Auto-regressive Approximations to Non-stationary Time Series: Inference and Applications

0 rewiews
Explore auto-regressive approximations for non-stationary time series, covering inference methods and practical applications in forecasting, estimation, and resampling.
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1 Lesons
57 minutes
On-Demand
Free-Video
VinAI

Network Regression and Its Inference

0 rewiews
Explore network regression and inference techniques for analyzing complex network data, focusing on estimating regression coefficients with network effects and addressing observational errors.
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1 Lesons
54 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

Statistical Inference Concept Statistics for Beginners

0 rewiews
Comprehensive introduction to statistical inference concepts, covering sampling distributions, confidence intervals, hypothesis testing, and more. Ideal for beginners seeking a solid foundation in statistical analysis.
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15 Lesons
1 hour 30 minutes
On-Demand
Free-Video
jbstatistics

Inference for Two Population Means

0 rewiews
Learn statistical inference techniques for comparing two population means, including pooled-variance and Welch t-tests, confidence intervals, and paired-difference procedures.
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8 Lesons
1 hour 30 minutes
On-Demand
Free-Video
jbstatistics

Inference for Variances

0 rewiews
Explore statistical methods for analyzing variances, including confidence intervals and hypothesis tests for one and two variances, with a focus on normally distributed populations and robustness considerations.
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10 Lesons
1 hour 30 minutes
On-Demand
Free-Video
Alan Turing Institute

Workshop on Probabilistic Numerical Methods - Panel Discussion

0 rewiews
Panel discussion exploring probabilistic numerical methods, covering topics like reference priors, robust uncertainty quantification, and Bayesian inversion methods for improved statistical inference and error quantification.
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5 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Simons Institute

Recent Development in Selective Inference II

0 rewiews
Explore advanced selective inference techniques, including randomized approaches, computational challenges, and approximate methods for statistical analysis in adaptive data settings.
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18 Lesons
1 hour 9 minutes
On-Demand
Free-Video
MITCBMM

Statistics and Data Analysis

0 rewiews
Learn essential statistics and data analysis concepts, including distributions, visualization techniques, correlation, regression, and hypothesis testing, to enhance your data interpretation skills.
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24 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Simons Institute

Approximate Message Passing Algorithms

0 rewiews
Explore Approximate Message Passing algorithms, their applications in statistical inference, and theoretical foundations including state evolution, convergence, and joint distribution analysis.
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13 Lesons
1 hour 7 minutes
On-Demand
Free-Video
Derek Banas

Statistics Tutorial - T Distribution and Hypothesis Testing

0 rewiews
Learn to calculate and interpret T distributions, use T tables, understand degrees of freedom, and perform hypothesis testing with independent and dependent samples in this comprehensive statistics tutorial.
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12 Lesons
22 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Modeling and Replicating Persistence Diagrams

0 rewiews
Explore modeling and replicating persistence diagrams for statistical inference in topological data analysis. Learn about RST approach, parametric modeling, and improvements for clustered data.
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14 Lesons
41 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Larry Wasserman - Robust Topological Inference

0 rewiews
Explore robust topological inference with Larry Wasserman, covering persistence, confidence bands, bootstrap methods, and optimal tuning for data analysis and statistical modeling.
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15 Lesons
54 minutes
On-Demand
Free-Video
Applied Algebraic Topology Network

Benjamin Schweinhart - Statistical Topology of Random Cell Complexes, and Applications

0 rewiews
Explore statistical topology of random cell complexes, covering curvature flow, grain growth, graph limits, and computational evidence for steady state hypothesis.
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17 Lesons
59 minutes
On-Demand
Free-Video
Simons Institute

Tensor Graphical Models for Complex and High Dimensional Data

0 rewiews
Explore advanced statistical methods for analyzing complex, high-dimensional data using tensor graphical models, with applications in algorithmic inference and combinatorial structures.
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1 Lesons
1 hour
On-Demand
Free-Video
International Centre for Theoretical Sciences

Approximate Message Passing for Statistical Inference and Estimation by Cynthia Rush

0 rewiews
Explore approximate message passing techniques for statistical inference and estimation, focusing on applications in machine learning and data analysis.
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1 Lesons
52 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Deep Learning of Dynamical Systems for Mechanistic Insight and Prediction in Psychiatry

0 rewiews
Explore deep learning techniques for analyzing dynamical systems in psychiatry, uncovering mechanisms, and predicting outcomes using neural and behavioral data from various sources.
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32 Lesons
58 minutes
On-Demand
Free-Video
Professor Leonard

Confidence Interval for the Sample Mean, Population Std Dev - Unknown

0 rewiews
Learn to estimate population mean using sample data when population standard deviation is unknown, including t-distribution and confidence intervals.
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1 Lesons
1 hour 1 minute
On-Demand
Free-Video
NIOS

Statistical Inference

0 rewiews
Comprehensive exploration of statistical inference, covering estimation techniques, hypothesis testing, and advanced concepts for in-depth understanding of statistical analysis methods.
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31 Lesons
1 day 6 hours
On-Demand
Free-Video
Simons Institute

On the Robustness to Misspecification of α-Posteriors and Their Variational Approximations

0 rewiews
Explore α-posteriors and variational approximations, examining their robustness to misspecification in machine learning contexts.
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1 Lesons
37 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Graph Alignment: Informational and Computational Limits - Lecture 2

0 rewiews
Explore graph alignment challenges, focusing on informational and computational limits. Gain insights into probabilistic and optimization methods for data science applications.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Alignment of Random Graphs: Informational and Computational Limits - Lecture 2

0 rewiews
Explores informational and computational limits in aligning random graphs, focusing on advanced probabilistic techniques for data science and graph theory applications.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Alignment of Random Graphs: Informational and Computational Limits - Lecture 1

0 rewiews
Explore informational and computational limits of random graph alignment in this lecture by Laurent Massoulié, part of a data science discussion on probabilistic and optimization methods.
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1 Lesons
48 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
IEEE

Cookbook Lower Bounds for Statistical Inference in Distributed and Constrained Settings - Part 2

0 rewiews
Explore advanced statistical inference techniques for distributed and constrained environments, focusing on lower bounds and their applications in complex data analysis scenarios.
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1 Lesons
1 hour 9 minutes
On-Demand
Free-Video
Alan Turing Institute

Stability and Inference for Position-Dependent Langevin Diffusions

0 rewiews
Explore stability and inference in position-dependent Langevin diffusions, combining statistical inference, computation, and physical laws for complex systems modeling across various scientific domains.
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1 Lesons
37 minutes
On-Demand
Free-Video
Alan Turing Institute

Stratification for Markov Chain Monte Carlo

0 rewiews
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

Statistics for Data Analysis with Exercises - Lecture 1

0 rewiews
Comprehensive introduction to statistical methods for data analysis in high-energy physics, covering fundamental concepts and practical applications through exercises and examples.
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1 Lesons
1 hour 29 minutes
On-Demand
Free-Video
International Centre for Theoretical Sciences

Navigating Uncertainty with the Power of Data: Probability and Statistics Unraveled

0 rewiews
Explore probability and statistics to harness data's power in navigating uncertainty. Learn problem-solving skills and gain broader exposure to undergraduate-level mathematics and statistics.
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1 Lesons
1 hour 8 minutes
On-Demand
Free-Video
Simons Institute

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

0 rewiews
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
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
Computational Genomics Summer Institute CGSI

Independence Tests and Dependence Measures for Unbiased and Biased Samples

0 rewiews
Explore independence tests and dependence measures for unbiased and biased samples. Learn statistical techniques to analyze relationships between variables in genomic data.
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1 Lesons
47 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Multiple Testing Methods for Low and High-Dimensional Testing Problems in Biomedical Research

0 rewiews
Explore multiple testing methods for biomedical problems, covering low and high-dimensional scenarios. Learn optimization techniques, hypothesis testing, and power analysis through practical examples.
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7 Lesons
28 minutes
On-Demand
Free-Video
Galileo Galilei Institute

Statistical Methods for Data Analysis in Particle Physics - Lecture 2

0 rewiews
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
Centre International de Rencontres Mathématiques

Minimax Estimation in Efron's Two-groups Model

0 rewiews
Explore minimax estimation in Efron's two-groups model, delving into mathematical statistics and advanced probability theory concepts.
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1 Lesons
41 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

Monte Carlo Guided Diffusion for Bayesian Linear Inverse Problems

0 rewiews
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
NPTEL-NOC IITM

Classical Linear Regression Model - Part 4

0 rewiews
Explore advanced concepts in classical linear regression, focusing on model interpretation, diagnostics, and practical applications in statistical analysis.
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1 Lesons
28 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Sampling Distribution and Statistical Inference of Regression Coefficient

0 rewiews
Explore sampling distributions of regression coefficients and conduct statistical inference to enhance your understanding of regression analysis.
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1 Lesons
45 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

Empirical Likelihood with Censored Data

0 rewiews
Explore advanced statistical techniques for analyzing censored data using empirical likelihood methods, enhancing your ability to handle incomplete datasets effectively.
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1 Lesons
19 minutes
On-Demand
Free-Video
Conference GSI

Aggregated Tests Based on Supremal Divergence Estimators for Non-Regular Statistical Models

0 rewiews
Explore advanced statistical techniques for non-regular models using supremal divergence estimators and aggregated tests. Enhance analytical skills for complex data scenarios.
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1 Lesons
21 minutes
On-Demand
Free-Video
Conference GSI

Exploring Uniform Finite Sample Stickiness

0 rewiews
Dive into the concept of uniform finite sample stickiness and its implications in statistical analysis and data science.
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1 Lesons
23 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

The Central Limit Theorem and its Applications - Part 1

0 rewiews
Explore the Central Limit Theorem, its applications, and the concept of standard error of the mean in statistical analysis.
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1 Lesons
17 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Simple Linear Regression Model Assessment - Continued

0 rewiews
Assess simple linear regression models through continued exploration of key concepts and techniques for evaluating model performance and validity.
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1 Lesons
14 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Statistical Inference of Logistic Regression: Confusion Matrix, Errors, and Model Selection

0 rewiews
Explore statistical inference in logistic regression, covering confusion matrices, error types, and model selection techniques for improved predictive accuracy.
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8 Lesons
17 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Maximum Likelihood Estimate for Logistic Regression

0 rewiews
Explore maximum likelihood estimation for logistic regression, covering likelihood functions and gradient descent techniques.
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1 Lesons
10 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

The Central Limit Theorem and its Applications - Part 2

0 rewiews
Explore the Central Limit Theorem's applications, focusing on measured values and standard error of the mean in this concise statistical analysis lecture.
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1 Lesons
31 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Measurement of a Proportion - Part 1

0 rewiews
Explore techniques for measuring proportions through sampling, including individual observations and batch sampling. Learn to estimate proportion distributions.
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1 Lesons
27 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Multiple Linear Regression Model and Application of F Statistics - Part 5

0 rewiews
Explore multiple linear regression models and apply F statistics in advanced statistical analysis. Enhance your understanding of complex data relationships and hypothesis testing.
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1 Lesons
26 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Multiple Linear Regression Model and Application of F Statistics - Part 2

0 rewiews
Explore advanced concepts of multiple linear regression and F-statistics, enhancing statistical analysis skills for complex data modeling.
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1 Lesons
28 minutes
On-Demand
Free-Video
NPTEL-NOC IITM

Classical Linear Regression Model - Part 2

0 rewiews
Explore advanced concepts of classical linear regression, including model assumptions, parameter estimation, and statistical inference techniques.
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1 Lesons
32 minutes
On-Demand
Free-Video
Institut Henri Poincaré

Marked Point Process Modeling and Estimation Problems in Neural Data Analysis

0 rewiews
Explore marked point process modeling and estimation techniques for analyzing neural data, focusing on advanced statistical approaches in neuroscience research.
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1 Lesons
38 minutes
On-Demand
Free-Video
Probabilistic AI School

Better Priors for Everyone - Keynote

0 rewiews
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

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
Institut Henri Poincaré

When Your Big Data Seems Too Small: Accurate Inferences Beyond the Empirical Distribution - Part 2

0 rewiews
Explore advanced techniques for accurate distribution inferences with limited data. Learn to de-noise empirical distributions, estimate population spectra, and recover low-rank matrix approximations.
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1 Lesons
56 minutes
On-Demand
Free-Video
Institut Henri Poincaré

Infer Global, Predict Local - Bias-Variance Theory for Protein Genotype-to-Phenotype Mapping

0 rewiews
Explore bias-variance theory in protein genotype-to-phenotype mapping, focusing on global inference and local prediction techniques.
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1 Lesons
36 minutes
On-Demand
Free-Video
Banach Center

Identification of the Structure Break Point for Independent Data with Changing Variance

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Odkryj metody identyfikacji punktu przełamania struktury dla niezależnych danych o zmiennej wariancji w analizie statystycznej.
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1 Lesons
16 minutes
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Georgia Tech Research

The Debiased Lasso - Lecture 3

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Explore sparsity in high-dimensional statistics, focusing on confidence intervals and the Debiased Lasso method for parameter estimation and asymptotic normality.
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58 minutes
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BIMSA

Chinese Restaurant Process and Statistical Inference

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Explore Chinese Restaurant process and statistical inference with Prof. Kiranmoy Das, covering Bayesian modeling and longitudinal data analysis applications.
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1 Lesons
40 minutes
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