AI for Product & Business
AI for Product & Business on AI-ML Companion: AI judgement for PMs and leaders, no code required. 10 interactive modules with live visualizations, quizzes, and hands-on Python coding.
Start free: Finding Real AI Opportunities is fully open to everyone, no account required. The other 9 modules are part of AI-ML Companion Premium; every title and summary is listed below so you can see exactly what the track covers before deciding.
Modules in this track
- Finding Real AI Opportunities (free) - Separating genuine AI use cases from AI hype
- AI Feasibility Assessment (premium) - Data you can reach, examples you can gather, effort you can defend
- Build, Buy, or Build On (premium) - Three sourcing options, three different things you become responsible for
- Writing an AI PRD (premium) - Requirements for a system that answers differently every time
- Designing for Uncertainty (premium) - AI UX and human-in-the-loop that actually works
- Success Metrics for AI Features (premium) - Model metrics answer a different question than the one you were asked
- Choosing a Model as a Product Decision (premium) - Tier, baseline, interpretability, and the cost of changing your mind
- The Cost of Being Wrong (premium) - Precision, recall, and choosing which mistake you would rather make
- AI Governance & Risk (premium) - Bias, ownership, privacy, and the questions you will be asked in the room
- Capstone: Your Own AI Opportunity Brief (premium) - Take one real workflow from your job through the whole decision, and produce one page you could actually send