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Episode guide

YouTube series · notes & code

Episode guide

Every episode, with the slides I teach from, homework to practise on, and the demo code. Slides open in the browser; press F for full screen and S for speaker notes. Season 1 is on YouTube; notes start from Season 2.

Season 3 · Introduction to StatisticsSeason 2 · Introduction to Python Programming
03
Season 3

Introduction to Statistics

15 episodes
May 30, 2025 – Jun 11, 2026

Statistics for people who want to use it, not just pass an exam: data types, summaries and charts, probability, sampling, confidence intervals and the family of hypothesis tests.

E01

What is Statistics?

May 30, 2025

▶ Watch Slides
E02

Types of Data

Jul 28, 2025

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E03

Descriptive Statistics

Aug 4, 2025

▶ Watch Slides
E04

Data Visualization

Aug 24, 2025

▶ Watch Slides
E05

Basics of Probability

Sep 8, 2025

▶ Watch Slides
E06

Probability Distributions

Nov 8, 2025

▶ Watch Slides
E07

Central Limit Theorem

Jan 12, 2026

▶ Watch Slides
E08

Confidence Intervals

Feb 3, 2026

▶ Watch Slides
E09

T-Distribution

Mar 7, 2026

▶ Watch Slides
E10

Hypothesis Testing

Mar 10, 2026

▶ Watch Slides Homework
E11

Type I & Type II Errors

Mar 22, 2026

▶ Watch Slides Homework
E12

Two-Sample Tests

Apr 16, 2026

▶ Watch Slides Homework
E13

Chi-Square Tests

Apr 29, 2026

▶ Watch Slides
E14

Degrees of Freedom

May 10, 2026

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E15

ANOVA

Jun 11, 2026

▶ Watch Slides
02
Season 2

Introduction to Python Programming

21 episodes
Mar 1, 2024 – May 4, 2025

Python from zero: data types, strings, loops, collections, functions, object-oriented programming, concurrency and debugging, ending with a project you build and deploy.

E01

Why Python?

Mar 1, 2024

▶ Watch Slides Homework
E02

Python Data Types

Mar 8, 2024

▶ Watch Slides Homework Code
E03

Numbers & Booleans

Mar 17, 2024

▶ Watch Slides Homework Code
E04

Strings & Characters - 1

Mar 24, 2024

▶ Watch Slides Homework
E05

Strings & Characters - 2

Mar 31, 2024

▶ Watch Slides Homework
E06

Strings & Characters - 3

Apr 7, 2024

▶ Watch Slides Homework Code
E07

Loops and Breaks

Apr 15, 2024

▶ Watch Slides Homework Code
E08

Lists & Tuples

Apr 22, 2024

▶ Watch Slides Homework Code
E09

List Operations

May 11, 2024

▶ Watch Slides Homework Code
E10

Dictionaries

May 13, 2024

▶ Watch Slides Homework Code
E11

Functions

May 17, 2024

▶ Watch Slides Homework Code
E12

Lambda Functions

May 31, 2024

▶ Watch Slides Homework
E13

Lambda with Map, Filter & Reduce

Jun 17, 2024

▶ Watch Slides Code
E14

Object-Oriented Programming

Jul 21, 2024

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E15

Classes & Objects

Jul 28, 2024

▶ Watch Slides Homework Code
E16

Inheritance

Jul 31, 2024

▶ Watch Slides Homework Code
E17

Multiple Inheritance

Apr 6, 2025

▶ Watch Slides Homework
E18

Multi Threading & Multi Processing

Apr 13, 2025

▶ Watch Slides Code
E19

Debugging the Code

Apr 20, 2025

▶ Watch Slides Code
E20

End to End Project

Apr 27, 2025

▶ Watch Code
E21

Deploying the Project

May 4, 2025

▶ Watch Code
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