Central Limit Theorem Courses and Certifications

3Blue1Brown

Convolutions and Adding Random Variables, Visually Explained

Visual explanation of convolutions and adding random variables, exploring discrete and continuous cases, with connections to the central limit theorem and practical examples.

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

Hausdorff Center for Mathematics

Random Tessellations in Hyperbolic Space - First Steps

Explore random tessellations in hyperbolic space, focusing on Poisson hyperplane tessellations and their unique dimension-dependent phenomena compared to Euclidean and spherical spaces.

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

Professor Leonard

Statistics Lecture - The Central Limit Theorem for Statistics Using Z-Score, Standard Score

Explore the Central Limit Theorem, z-scores, and standard scores in statistics. Learn key concepts and their practical applications through examples and explanations.

• YouTube
• 1 hour 31 minutes
• On-Demand
• Free Video

3Blue1Brown

But What Is the Central Limit Theorem?

Visual exploration of the Central Limit Theorem, explaining its significance in probability and statistics through animations, simulations, and real-world examples.

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

NPTEL-NOC IITM

The Central Limit Theorem and its Applications - Part 2

Explore the Central Limit Theorem's applications, focusing on measured values and standard error of the mean in this concise statistical analysis lecture.

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

NPTEL-NOC IITM

The Central Limit Theorem and its Applications - Part 1

Explore the Central Limit Theorem, its applications, and the concept of standard error of the mean in statistical analysis.

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

NPTEL-NOC IITM

Central Limit Theorem and Sampling Distribution of Sample Mean When Variance is Unknown

Explore the Central Limit Theorem and sampling distribution of sample mean when variance is unknown in this statistical theory lecture.

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

Data Science: Probability

58 ratings at edX

Learn probability theory -- essential for a data scientist -- using a case study on the financial crisis of 2007-2008.

• edX
• 8 weeks, 1-2 hours a week
• On-Demand
• Free Online Course (Audit)

Introduction to Probability

40 ratings at edX

Learn probability, an essential language and set of tools for understanding data, randomness, and uncertainty.

• edX
• 10 weeks, 5-10 hours a week
• On-Demand
• Free Online Course (Audit)

Statistics for Data Science Essentials

Enhance probability skills and learn data interpretation using central limit theorem and confidence intervals. Complete weekly math assignments to reinforce statistical concepts.

• Coursera
• 19 hours 21 minutes
• On-Demand
• Free Online Course (Audit)

Probabilistic Systems Analysis and Applied Probability

A course on the modeling and analysis of random phenomena and processes, including the basics of statistical inference.

• MIT OpenCourseWare
• 21 hours
• On-Demand
• Free Video

Inference for Numerical Data in R

In this course you'll learn techniques for performing statistical inference on numerical data.

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

Introduction to Statistics in Python

194 ratings at DataCamp

Grow your statistical skills and learn how to collect, analyze, and draw accurate conclusions from data using Python.

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

Introduction to Statistics in R

77 ratings at DataCamp

Grow your statistical skills and learn how to collect, analyze, and draw accurate conclusions from data.

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

Advanced Probability and Statistical Methods

Master advanced probability concepts through joint distributions, statistical testing, and Markov chains, building expertise in data analysis and statistical inference for real-world applications.

• Coursera
• 1 day 23 hours 46 minutes
• On-Demand
• Free Online Course (Audit)