Topics
31 topics in 6 groups, and 657 tutors to teach them. Pick a topic to see its tutors and teachers.
Foundations
Start here: what AI is, how it works and when to trust it.
Everyday AI
Get more done with the AI assistants you already have.
- Prompting Write instructions that get clear, useful answers from AI models. 20 tutors
- ChatGPT and Claude at work Use AI assistants for real work: email, notes, analysis and planning. 25 tutors
- AI for writing Draft, edit and restructure text with AI while keeping your own voice. 29 tutors
- AI for research and study Find sources, summarise papers and study faster without losing accuracy. 33 tutors
Building with AI
Build software that uses AI models, and check that it works.
- Python for AI The Python you need for AI work: data, notebooks, libraries and small scripts. 21 tutors
- Building with LLM APIs Call language models from your own code: requests, streaming, tools and costs. 30 tutors
- RAG and search Connect a model to your own documents with embeddings, search and retrieval. 21 tutors
- Evaluation and testing Measure whether an AI feature works, with test sets, metrics and reviews. 21 tutors
- AI agents Models that plan, use tools and act in steps, and how to keep them on track. 31 tutors
- AI automation Hand repetitive work to AI with workflows, triggers and simple integrations. 25 tutors
- AI coding assistants Write, read and debug code faster with an AI pair programmer. 30 tutors
Machine learning
How models are trained, from the maths to production.
- Machine learning How models learn from data: training, validation, overfitting and the classic methods. 35 tutors
- Data science and statistics Clean data, explore it and draw conclusions you can defend. 30 tutors
- Math for AI The linear algebra, calculus and probability behind modern models, one idea at a time. 23 tutors
- Deep learning Neural networks from single neurons to full training loops, with worked examples. 28 tutors
- NLP Work with text: tokens, embeddings, classification, translation and speech. 14 tutors
- Computer vision Models that see: classification, detection, segmentation and their limits. 14 tutors
- Fine tuning and training Adapt a model to your task with good data and careful training runs. 12 tutors
- MLOps and deployment Ship models to production and keep them healthy: serving, monitoring, updates. 18 tutors
Creative AI
Images, video, sound and design made with AI.
AI at work
Put AI to work in your job, your team and your career.
- AI for business Where AI pays off in a business, what it costs and how to start small. 34 tutors
- AI for marketing and sales Research, content and outreach with AI, without sounding like a robot. 23 tutors
- AI for product and operations Plan products, run processes and decide with data, with AI helping. 28 tutors
- AI for education Teach and learn with AI: lesson planning, feedback and honest classroom use. 28 tutors
- AI for professionals AI in law, health, finance and other fields where accuracy matters most. 29 tutors
- AI careers Paths into AI work, the skills each role needs and how to show them. 18 tutors