Statistical Inference Courses and Certifications

NPTEL;  IIT Kanpur

Essentials of Data Science With R Software - Probability and Statistical Inference

The main objective of statistics is to work on a small sample of data but provide conclusions for the whole population. Such results cannot be obtained without learning the concepts and tools of theory of probability and statistical inference.

• YouTube
• 1 day 10 hours
• Self-Paced
• Free Video

Richard McElreath

Statistical Rethinking 2022 - Bayesian Inference

Explore Bayesian inference through practical examples like globe tossing. Learn updating, sampling, and computing distributions using grid approximation and posterior predictive methods.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Bayesian Statistics

662 ratings at Udemy

Bayes Theorem, Bayesian networks, Bayesian sampling methods, Bayesian inference, machine learning and much more

• Udemy
• 4 hours 34 minutes
• Self-Paced
• Paid Course

Banach Center

Wnioskowanie Statystyczne dla Modeli Niezawodności Oprogramowania

Poznaj metody wnioskowania statystycznego w modelach niezawodności oprogramowania. Zgłęb techniki analizy i oceny niezawodności systemów informatycznych.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

The Simplest & Easiest Course on Hypothesis Testing

503 ratings at Udemy

Easiest Beginners Course on Statistics for Newbies! Perfect for university and college levels!

• Udemy
• 4 hours 13 minutes
• Self-Paced
• Paid Course

Mathematical (Actuarial) Statistics:(Exam P/CT3/CS1)

400 ratings at Udemy

Master statistical concepts from probability theory to Bayesian analysis, covering key topics like hypothesis testing, regression, and sampling - ideal for actuarial exams and data analysis applications.

• Udemy
• 13 hours 46 minutes
• Self-Paced
• Paid Course

Stanford Seminar - Theories of Inference for Visual Analysis

Explore theories of visual inference, including uncertainty visualization, effect size judgments, and Bayesian cognition. Learn how visualizations support causal inference and model checks in data analysis.

• YouTube
• 1 hour
• Self-Paced
• Free Online Course

Simons Institute

Statistical Limits of Causal Inference

Explore fundamental limits of causal effect estimation in observational data, examining personalized effects, non-smooth settings, and discrete scenarios without assuming prior causal inference knowledge.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Centre de recherches mathématiques - CRM

Statistical Frameworks for Trustworthy Machine Learning - Privacy, Uncertainty, and Online Inference

Discover advanced statistical frameworks for trustworthy ML, covering Gaussian differential privacy on manifolds and online quantile regression with uncertainty quantification.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

This course is designed to explain the fundamental of statistics.

• Stepik
• 6 hours
• Self-Paced
• Free Certificate

STAT 415: Introduction to Mathematical Statistics

Theoretical exploration of statistical inference, covering estimation, hypothesis testing, regression, ANOVA, chi-square tests, and nonparametric methods. Develops understanding of advanced statistical concepts and techniques.

• OPEN.ED@PSU
• Self-Paced
• Free Online Course

Credential

Data Scientist: Inference Specialist

Master statistical inference, A/B testing, and causal analysis using Python, SQL, and R to become an expert at drawing meaningful conclusions from data experiments.

• Codecademy
• 85 hours
• Self-Paced
• Free Trial Available

Statistics Essentials for Analytics

Learn essential statistical techniques for deriving analytics insights, covering probability, inference, clustering, data testing, and regression modeling.

• Edureka
• Self-Paced
• Paid Course

CEC;  Bathinda College of Law

Data Analysis

Comprehensive data analysis course covering measurement, collection, sampling, processing, and statistical inference. Develops skills in questionnaire design, data representation, and hypothesis testing using various methods.

• Swayam
• 10 weeks
• Self-Paced
• Free Online Course

Econometric Methods in Social Sciences

Master econometric methods for analyzing causal relationships in social sciences, covering regression models, hypothesis testing, time series analysis, and panel data through practical applications in economics and finance.

• XuetangX
• Self-Paced
• Free Online Course