Sampling Distributions Courses and Certifications

Statistics and Data Analysis with Excel, Part 2

Explore advanced statistical techniques using Excel, including hypothesis testing, regression analysis, and ANOVA. Build on foundational concepts to enhance data analysis skills.

• Coursera
• 21 hours 11 minutes
• On-Demand
• Paid Course

NPTEL;  IIT Bombay

Introduction to Biostatistics

6 reviews

In this course, we will discuss different statistical tools required to (i) analyze our observations, (ii) design new experiments, and (iii) integrate a large number of observations in a single unified model.

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

London School of Economics and Political Science

Statistics 2 Part 2: Statistical Inference

The final part in a series of four courses which help you to master statistics fundamentals and build your quantitative skillset for progression in high-growth careers, or to use as step towards further study at undergraduate level.

• edX
• 5 weeks, 12-15 hours a week
• On-Demand
• Free Online Course (Audit)

Engineering Probability and Statistics Part 2

Explore statistical inference through hypothesis testing, confidence intervals, ANOVA, and sampling distributions to solve engineering problems with data-driven insights.

• Coursera
• 1 day 42 minutes
• On-Demand
• Paid Course

Calculus-Based Probability & Statistics

Comprehensive review of calculus-based probability and statistics, covering descriptive statistics, probability theories, distributions, sampling, estimation, hypothesis testing, regression, and statistical software.

• Study.com
• 9 hours 44 minutes
• On-Demand
• Paid Course

AP Statistics: Exam Prep

Comprehensive preparation for AP Statistics exam, covering key concepts through short lessons and practice quizzes. Ideal for flexible study schedules and exam readiness.

• Study.com
• 20 hours
• On-Demand
• Paid Course

Fields Institute

Differentially Private Sampling from Distributions

Explore techniques for private sampling from distributions, focusing on accuracy, privacy guarantees, and applications in statistical data analysis.

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

Valence Labs

Flow Annealed Importance Sampling Bootstrap - Machine Learning for Complex Distributions

Explore Flow Annealed Importance Sampling Bootstrap for approximating complex target distributions. Learn about normalizing flows, annealed importance sampling, and applications to molecular systems.

• YouTube
• 1 hour 33 minutes
• On-Demand
• Free Video

Google TechTalks

Differentially Private Sampling from Distributions - Google Algorithms Seminar

Explore private sampling from distributions, examining dataset size requirements for various distribution families and comparing private sampling to non-private learning in different parameter regimes.

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

INI Seminar Room 2

High-Probability Mixing Time Bound for Gibbs Sampling from Log-Smooth Strongly Log-Concave Distributions

Delve into advanced mathematical analysis of Gibbs sampling for log-smooth strongly log-concave distributions, exploring mixing time bounds and high-probability isoperimetric inequalities in n-dimensional space.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Probability

124 ratings at Codecademy

Learn the fundamentals of probability and how to quantify and visualize uncertainty.

• Codecademy
• 4 hours
• On-Demand
• Free Trial Available

MA121: Introduction to Statistics

1 review

Comprehensive exploration of statistical concepts, from data analysis to hypothesis testing and linear regression, emphasizing practical applications and critical thinking skills.

• Saylor Academy
• 32 hours
• On-Demand
• Free Certificate

Business Statistics

This course will introduce you to business statistics, or the application of statistics in the workplace. Statistics is a course in the methods for gathering, analyzing, and interpreting data.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

IIT Delhi;  NPTEL

Introduction to Probability Theory and Statistics

Comprehensive exploration of probability theory and statistics, covering axioms, distributions, estimations, and hypothesis testing. Equips learners with tools for real-world problem-solving in finance and data analysis.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Learn Statistics with Ease

Master fundamental statistical concepts through practical applications in business and economics, from descriptive methods to hypothesis testing and regression analysis.

• XuetangX
• On-Demand
• Free Online Course