Statistical Analysis Courses and Certifications

Professor Leonard

Statistics Lecture - The Standard Normal Distribution - Using Z-Score, Standard Score

Learn to apply the standard normal distribution, calculate z-scores, and interpret standard scores for practical data analysis and probability calculations.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Alan Turing Institute

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

Explore statistical approaches for cyber-security, from micro-level models to full network graph representations, to identify illegitimate network activity using enterprise data sources.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Alan Turing Institute

On the Propagation of Uncertainty in Network Summaries - Eric Kolaczyk, Boston University

Explore uncertainty propagation in network summaries, focusing on characterization and estimation. Learn about complex networks, noise analysis, and applications in gene coexpression networks.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Missing Data

Explore Bayesian imputation techniques for handling missing data, including DAG analysis, conceptual understanding, and practical implementation using Stan.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Multi-Multilevel Models

Explore advanced statistical concepts including multiple cluster types, multilevel predictions, and non-centered priors in this comprehensive lecture on multi-multilevel models.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Good & Bad Controls

Explore causal inference through DAGs, backdoor criterion, and control variables. Learn to identify good and bad controls for accurate statistical analysis and avoid common pitfalls.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Elemental Confounds

Explore key concepts in statistical analysis: forks, pipes, colliders, and unobserved confounds. Learn to identify and address elemental confounds for more robust research designs.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Categories, Curves & Splines

Explore statistical concepts like categorical variables, contrasts, and splines. Learn Bayesian causal inference and polynomial models for advanced data analysis and modeling techniques.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

The Organic Chemistry Tutor

How to Find the Weighted Mean and Weighted Average in Statistics

Learn to calculate weighted means and averages in various scenarios, from test scores to GPAs and mixture concentrations, with clear explanations and practical examples.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Testing Dependency of Databases - Lecture

Explore statistical methods for detecting dependencies between random databases, including hypothesis testing and phase transitions in error probability based on database dimensions and distributions.

• YouTube
• 45 minutes
• On-Demand
• Free Video

Conference GSI

Empirical Likelihood with Censored Data

Explore advanced statistical techniques for analyzing censored data using empirical likelihood methods, enhancing your ability to handle incomplete datasets effectively.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Wolfram

Nutrients by the Numbers - Statistical Analysis of Food and Nutrient Data

Explore statistical analysis of food and nutrient data relationships, visualize distributions through informative plots and histograms with Gay Wilson.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Banach Center

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

Odkryj metody identyfikacji punktu przełamania struktury dla niezależnych danych o zmiennej wariancji w analizie statystycznej.

• YouTube
• 16 minutes
• On-Demand
• Free Video

MathWorks

Statistics Onramp

Get started using statistical methods for analysis in MATLAB.

• MATLAB Academy
• 1-2 hours
• On-Demand
• Free Certificate

Chongqing University

数理统计及其工程应用

Master 数理统计 through practical engineering applications using R and SPSS software. Learn sampling distributions, parameter estimation, hypothesis testing, and advanced statistical analysis methods with real-world case studies.

• XuetangX
• On-Demand
• Free Online Course