Many ML clubs build strong awareness but limited deployment impact.
Product-lab cadence
Adopt an 8-week cycle:
- problem selection and user interviews,
- prototype and test sprint,
- deployment and iteration sprint,
- retrospective and documentation.
Community role redesign
Move from generic roles to execution roles:
- problem lead,
- data lead,
- model lead,
- evaluation lead,
- deployment lead.
This shift improves accountability and creates better career narratives for members.
What success looks like
A successful club is not one that hosts the most sessions. It is one that ships systems users keep using after the semester ends.