Beginner
Artificial Intelligence
Core AI concepts: search, reasoning, learning and responsible AI.
Start learningLessons
1What is AI?What artificial intelligence actually covers, how narrow AI differs from AGI, and the subfields you meet in practice.7 min
2How AI systems learnThe data, model, training and inference loop behind every AI system, plus generalisation, leakage and drift.8 min
3Search & problem solving: BFS, DFS and A*Model a problem as states and actions, then find solutions with breadth-first, depth-first and A* search.8 min
4Knowledge representation & expert systemsStore facts and rules that a machine can reason over, and build a small rule-based expert system.7 min
5Generative AI vs traditional machine learningKnow when to reach for a generative model and when a small supervised model is the better tool.8 min
6Computer vision & NLP in practiceHow machines see images and read language, and what each pipeline actually looks like in production.7 min
7AI agents & business automationTurn a model into an agent that uses tools in a loop, and decide which business processes are worth automating.7 min
8Responsible AIFairness audits, privacy under India's DPDP Act 2023, transparency, human oversight and a pre-launch checklist.8 min