Understanding the ML Development Lifecycle — Roadmap Step & Resources
How model development, training and deployment cycles differ from typical software cycles
- Level: beginner
- Estimated time: 1 days
- Roadmap: AI Product Management
Before this step
Study resources
- Lenny's Newsletter (Article) — One of the most widely read current newsletters on product management, with extensive AI PM coverage. Background reading/viewing for: Understanding the ML Development Lifecycle.
- Lenny's Podcast (Video) — Interviews covering how AI PMs collaborate with ML engineers and researchers. Relevant to: Understanding the ML Development Lifecycle.
Part of
- Working with ML and AI Engineering Teams — section
- AI Product Management roadmap — the full learning path