Table Of Contents
:::tip About Lessons
Each Lesson has a Lab and an HTML link.
- The first is an executable Jupyter notebook for interactive learning. You must open this in Visual Studio Code with a suitable runtime (e.g., GitHub Codespaces). It cannot be viewed in a browser.
- The second is a static HTML version of the notebook suitable for viewing in a browser. To view it within Visual Studio Code use
<kbd>Ctrl</kbd>+<kbd>K</kbd>, <kbd>V</kbd>.
:::
Roadmap
For this bucket, I’ll start by following the broad outlines of the Python Developer Roadmap shown below (captured Apr 2024). Please refer to the source for the latest version. Each box has a list of relevant resources that I will use as a starting point.
Let’s Follow the
| Notebook | Web View | Description |
|---|---|---|
| Lab 01 | HTML | Getting Started. Use this lab to validate your development environment is setup correctly. Learn to use Jupyter Notebooks, invoke commands from Python cells, and run commands from a VS Code terminal. |
| Lab 02 | HTML | Learn The Basics. Basic Syntax. Variables & Data Types. Conditionals. Type Casting & Exceptions. Functions & Built-in Functions. Lists, Tuples, Sets & Dictionaries. |
| Lab 03 | HTML | Data Structures and Algorithms. Arrays. Linked Lists. Heaps, Stacks & Queues. Hash Tables. Binary Search Trees. Recursion. Sorting Algorithms. |
| Lab 04 | HTML | Advanced Topics I. Iterators. RegEx. Decorators. Lambdas. |
| Lab 05 | HTML | Object Oriented Programming. Classes. Inheritance. Methods. Dunder. |
| Lab 06 | HTML | Modules. Built-in Modules. Custom Modules. |
| Lab 07 | HTML | Package Managers. PyPi. Pip. Conda. |
| Lab 08 | HTML | Advanced Topics II. List Comprehensions. Generator Expressions. Paradigms. |
| Lab 09 | HTML | Testing. doctest. nose. pytest. unittest/pyUnit. Playwright. |
| Lab 07 | HTML | Miscellaneous. Developer Tools. Best Practices. End-to-End Workflows. |
Resources
This will be an evolving set of resources as labs are completed.
| Resource | Source | Description |
|---|---|---|
| Python Developer Roadmap | Roadmap.sh | Python Developer Roadmap. |
| Python 3 Documentation | Python.org | Official Python 3 Documentation. |
| Learn on Kaggle | Kaggle | Python - Intro to ML - Pandas - Data Viz - Deep Learning etc. |
| Python 3 Specialization | Coursera | Python 3 Programming Specialization from U.Mich (5 courses). |