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Foundations 89

All Foundations89 AI basics25 How language models work23 AI safety and ethics49

Everyday AI 91

All Everyday AI91 Prompting20 ChatGPT and Claude at work25 AI for writing29 AI for research and study33

Building with AI 162

All Building with AI162 Python for AI21 Building with LLM APIs30 RAG and search21 Evaluation and testing21 AI agents31 AI automation25 AI coding assistants30

Machine learning 149

All Machine learning149 Machine learning35 Data science and statistics30 Math for AI23 Deep learning28 NLP14 Computer vision14 Fine tuning and training12 MLOps and deployment18

Creative AI 77

All Creative AI77 Image and video AI58 Audio and voice AI12 AI for design33

AI at work 145

All AI at work145 AI for business34 AI for marketing and sales23 AI for product and operations28 AI for education28 AI for professionals29 AI careers18

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Python for AI Intermediate Clear all

Unit Tests for Python AI Code

Unit Tests for Python AI Code

Test the deterministic parts of LLM apps properly, with fake model clients instead of flaky live calls.IntermediateEvaluation and testing4.3(3)61 lessonsSampleFelix Brandt$6 Type Hints and Project Structure

Type Hints and Project Structure

Organise a growing AI codebase with clear modules, type hints and data models others can follow.IntermediatePython for AI4.5(2)52 lessonsSampleFelix Brandt$6 Python Refresher for Returning Coders

Python Refresher for Returning Coders

Catch up on modern Python quickly if you coded years ago or come from another language.All levelsPython for AI4.0(3)44 lessonsSampleEfua Mensah$4 Packaging and Sharing a Python Project

Packaging and Sharing a Python Project

Turn your AI scripts into an installable package with clear dependencies, versions and a command line tool.IntermediatePython for AINewFelix Brandt$7 Handling Large Data Files in Python

Handling Large Data Files in Python

Work with datasets bigger than memory using chunks, smart dtypes, columnar formats and streaming.IntermediatePython for AINewFelix Brandt$7