Hypatia Academy

Here are lecture notes, videos, tutorials, and solutions to coding exercises for Hypatia Academy.

We teach Python programming to children ages 13 to 18. But adults can use this material too. Because it's for children comments are disabled on the YouTube videos.

See our video tutorials as well.

Ελληνικά

Class Notes in Greek

Code

Tutorials and Lectures

Functions	Lists	Dictionaries	Convert CSV to JSON
String Functions	String Functions Part II	Convert Decimal to Hex
Calculate Square Root Manually	Sorting Algorithm	Character Encoding	Bits and Bytes
Sets and Tuples	Decimal	Language and Countries	Rolling Dice
Dates and Times	Formatting Output	Pip and Import	Tic Tac Toe
Team Project: Inventory System	Working with Files	Encryption	Binary Gap
Classes and Objects	CSV Reader Object	If-then-else	Assignments
Using APIs	SQL Databases	Bash Shell commands	Apache Spark
Numpy Introduction	Slicing Numpy Arrays	Linear Regression in Google Sheets	Linear Regression with scikit-learn
Is IQ related to COVID Vaccination Rate?	Panda Introduction	Is there Global Warming in Cyprus?

Video Tutorials

Python Data Types	Python Editors and Interpreters	Calculate Square Roots	Learning to Sort
Character Sets and Character Encoding	Functions	Sets and Tuples	Class and Objects
Intro to APIs	String Functions

Curriculum

Variables and types
Dictionaries	Lists	Sets and Tuples	Localization
Integers and Floats	Strings	None	Dates and Times
Bites and Bytes	Character Encoding	Ranges	Binary
Functions
Regular Functions	Main	Lamda	Map
Control Flow
If-Then-Else	While Loops	For Loops	Handling Exceptions
Formatting Output
Strings and Variables	Floating Point Numbers	Dates and Times	Localization
Working with Files
Reading and Writing	CSV and JSON	Internet	S3 and Hadoop
Algorithms
Manual Sorting	Square Root	Google Page Rank Search	Bubble Sort
Fun Topics
Rolling Dice	Tic-Tac-Toe	Working with Instagram	Black Jack
Advanced Topics
Objects and Classes	Regular Expressions	Tasks and Threads	Modules
Databases
MongoDB	PostgreSQL	Spark	Hive
Machine Learning Math Background
Basic Descriptive Statistics	Linear Algebra	Regression Models in Excel
Machine Learning
Pandas	Numpy	Matplotlib	Linear Regression
Logstic Regression	Nueral Networks	Classification	Decision Trees