Elementary Statistics Full Lectures (Professor Leonard)
- Course audio
- Course audio: English
- Level
- Beginner
- Length
- 15 lessons
What you'll be able to do
- Summarise data with tables, graphs and measures of centre and spread
- Use the normal distribution and the central limit theorem
- Build confidence intervals and run hypothesis tests
About this course
Professor Leonard's complete introductory statistics course in full-length lectures. It opens with key words and definitions, categories and levels of measurement, and sampling techniques, then covers frequency distributions and graphs, measures of centre and spread, probability, discrete and normal distributions, sampling distributions and the central limit theorem, confidence intervals, hypothesis testing, correlation and regression. It suits college and university students taking a first statistics course, and data-analysis learners who need the theory. Follow with MIT 6.041 for deeper probability.
Before you start: Basic algebra
Syllabus
Sabaq lists the first 15 videos of this playlist; the rest continue on YouTube. Full playlist on YouTube
- 1Statistics Lecture 1.1: The Key Words and Definitions For Elementary Statistics
- 2Statistics Lecture 1.3: Exploring Categories of Data, Levels of Measurement
- 3Statistics Lecture 1.5: Sampling Techniques. How to Develop a Random Sample
- 4Statistics Lecture 2.2: Creating Frequency Distribution and Histograms
- 5Statistics Lecture 3.2: Finding the Center of a Data Set. Mean, Median, Mode
- 6Statistics Lecture 3.3: Finding the Standard Deviation of a Data Set
- 7Statistics Lecture 3.4: Finding Z-Score, Percentiles and Quartiles, and Comparing Standard Deviation
- 8Statistics Lecture 4.2: Introduction to Probability
- 9Statistics Lecture 4.3: The Addition Rule for Probability
- 10Statistics Lecture 4.4: The Multiplication Rule for "And" Probabilities.
- 11Statistics Lecture 4.5: Probability of Complementary Events with "At Least One"
- 12Statistics Lecture 4.7: Fundamental Counting Rule, Permutations and Combinations
- 13Statistics Lecture 5.2: A Study of Probability Distributions, Mean, and Standard Deviation
- 14Statistics Lecture 5.3: A Study of Binomial Probability Distributions
- 15Statistics Lecture 5.4: Finding Mean and Standard Deviation of a Binomial Probability Distribution
What to take next
Videos by Professor Leonard, played from their official YouTube channel. Subscribe on YouTube
Official upload by the teacher or institution on their own channel, shown with YouTube's embedded player.
Sabaq lists the first 15 videos of this playlist; the rest continue on YouTube. Full playlist on YouTube
Lessons last checked Oct 2026. Course summary and lesson structure by Sabaq.
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