AI Odyssey

Build a critical, practical understanding of artificial intelligence.

1. Hello, artificial intelligence10 challenges
2. AI is already around you10 challenges
3. Learning from patterns10 challenges
4. Meet generative AI10 challenges
5. Build a better prompt10 challenges
6. Be a responsible AI explorer10 challenges

Understand data, learning methods and reliable evaluation.

1. Data, features and labels10 challenges
2. Supervised learning10 challenges
3. Unsupervised learning10 challenges
4. Reinforcement learning10 challenges
5. Training, validation and testing10 challenges
6. Metrics, overfitting and changing data10 challenges

Explore neural networks, language models and the limits of their representations.

1. Neural networks and deep learning10 challenges
2. Loss and optimisation10 challenges
3. Language models, tokens and context10 challenges
4. Embeddings and semantic similarity10 challenges
5. Transformers and attention10 challenges
6. Pretraining, fine-tuning and retrieval10 challenges

Create text, images, audio and video with careful review and traceable evidence.

1. Text generation and summarisation10 challenges
2. Image generation and visual direction10 challenges
3. Speech, music and audio10 challenges
4. Video generation and storyboarding10 challenges
5. Multimodal workflows10 challenges
6. Hallucinations and verification10 challenges

Give clear direction, use evidence and improve responses systematically.

1. Task, context and constraints10 challenges
2. Examples and structured outputs10 challenges
3. Breaking down complex tasks10 challenges
4. Iterating and evaluating prompts10 challenges
5. Working with documents and sources10 challenges
6. Practical prompt lab10 challenges

Use AI to support understanding, practice and research while keeping your own judgment.

1. Learning with an AI tutor10 challenges
2. Revision planning and spaced practice10 challenges
3. Practice questions and feedback10 challenges
4. Research, citations and source literacy10 challenges
5. Presentations and study notes10 challenges
6. Academic honesty and independent skills10 challenges

Develop ideas, briefs and assets while preserving accuracy, consent and quality.

1. Creative briefs and ideation10 challenges
2. Storytelling and scriptwriting10 challenges
3. Branding and visual consistency10 challenges
4. Posters, layouts and image editing10 challenges
5. Video and social content production10 challenges
6. Creative rights, consent and delivery10 challenges

Apply AI to communication, data and workflows with measurable quality and human accountability.

1. Emails, meetings and communication10 challenges
2. Spreadsheets and data analysis10 challenges
3. Customer support and knowledge bases10 challenges
4. Marketing and audience research10 challenges
5. Workflow automation and approvals10 challenges
6. ROI, quality and human oversight10 challenges

Understand chatbots, APIs, retrieval, automation and agents through practical design exercises.

1. Designing a useful chatbot10 challenges
2. APIs, keys and structured requests10 challenges
3. No-code tools and integration design10 challenges
4. Retrieval-augmented generation10 challenges
5. AI agents and tool boundaries10 challenges
6. Capstone: build a grounded assistant plan10 challenges

Apply privacy, fairness, safety and evidence-aware thinking to current AI and future intelligence.

1. Privacy, consent and data minimisation10 challenges
2. Bias, fairness and inclusion10 challenges
3. Misinformation, deepfakes and provenance10 challenges
4. Safety, security and accountable oversight10 challenges
5. AGI: general-purpose intelligence10 challenges
6. ASI, future skills and your next steps10 challenges