- Format
- Lecture, hybrid
- Starts
- 3 Oct 2026, 10:00
- Ends
- 3 Oct 2026, 12:00
- Venue
- University lecture theatre, streamed
- Price
- Free
Ethics modules tend to stop at principles. This lecture starts after them, at the point where somebody has to decide whether a system ships.
Calibration, abstention, the cost asymmetry of different errors, and what it actually takes to audit a model after it is live. Worked through real deployment decisions rather than hypotheticals.
Free for universities and student societies. Ask.
Common questions
What is the difference between Courses & Training and the LMS?
Courses & Training are scheduled workshops, lectures, seminars and bootcamps. The LMS at https://humzaimran.com/lms is self-paced: lessons, quizzes and certificates you can take on your own time.
Are sessions in person or online?
Both. Each session lists its mode (online or in person), dates, venue and price on its own page.
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.