Google Colab
Run Python notebooks in your browser with no installation needed. Great for a quick, easy start.
Beginner-friendlyNo setup neededBrowser-basedNotebook-friendly
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Select your cohort to see the most useful tools for your current experience level. You can switch between cohorts any time while exploring.
Jupyter Notebooks
Mix code, notes, and results in one place. Perfect for learning, experimenting, and explaining your work.
Easy startPython basicsNotebook-friendly
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Python Basics (Official Tutorial)
Learn core Python syntax, loops, functions, and data structures with simple examples.
Python basicsBeginner-friendlyEasy start
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Plotly Express
Create colourful charts quickly from dataframes. Great for beginner data visualisation.
Data visualisationNotebook-friendlyBeginner-friendly
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Pandas Getting Started
Learn to load, clean, and explore tabular data with practical examples.
Simple data analysisPython basicsEasy start
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Gemini in Google Colab
Use AI help while coding in notebooks. Great for debugging, ideas, and quick explanations.
Beginner-friendlyBrowser-basedProductivity
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GitHub Hello World
A gentle first step into repositories, commits, and pull requests.
Beginner-friendlyGitHubEasy start
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Visual Studio Code
Build and manage projects with extensions, integrated terminals, and debugging tools.
IDECoding setupProductivity
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Git + GitHub Workflow
Track changes, collaborate, and ship team work cleanly with branches and pull requests.
Version controlGitHubAdvanced workflow
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Terminal / Command Line Basics
Speed up project tasks with command line navigation, scripts, and tooling.
CLIProductivityCoding setup
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Python Virtual Environments
Keep dependencies organised per project using `venv` so setups stay clean and reproducible.
Advanced workflowProject structureCoding setup
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Advanced Python Project Layout
Structure your repository with clear folders, reusable modules, and tests.
Project structureAdvanced workflowProductivity
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Codex / CLI Workflows
Use terminal-first workflows to iterate fast on coding tasks and project maintenance.
CLIAdvanced workflowProductivity
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Advanced Visualisation Stack
Create richer dashboards and exploratory charts with Plotly and Seaborn workflows.
VisualisationAdvanced workflowCoding setup
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