- Client
- Placeholder client
- My role
- Curriculum Designer & Instructor
- Year
- 2024
- Category
- AI Training
Engineers with ten years of experience do not want an introduction to Python. They want to know which of their existing instincts transfer and which ones will quietly mislead them.
Structure
Six weeks, one session and one exercise each. Weeks one to three on framing, data and evaluation; weeks four to six on models, deployment and monitoring. Evaluation comes before modelling on purpose.
What made it work
The exercises used the organisation's own data. Generic datasets are clean in ways that teach the wrong lesson.
Outcome
Four cohorts delivered; two internal projects shipped by alumni afterwards.
Common questions
What kind of projects does Humza Imran take on?
Selected case studies are on this page. Work is usually applied AI, production software, or both, with a named outcome rather than a slide deck.
How can I work with Humza Imran?
Use the contact form at https://humzaimran.com/contact or email humzaimran505@gmail.com. Describe the problem, the timeline, and whether you need a system built, a team trained, or both.