Syed Misbah
Musings | Medium | LinkedIn | Resume
I am a Data Science & Engineering Manager. I occasionally write.
You can reach me at mailsyedmisbah@gmail.com
Some things about me:
- Live in San Mateo, CA. Grew up in India.
- Studied at IISc and BIT.
- Data Science & Engineering Manager at Dish, focusing on generative AI and classical ML. Before that, Evalueserve and Mu Sigma - telecom, CPG, retail, manufacturing, food & beverage, airlines, energy, fintech.
Some thoughts:
- The best model is the simplest one that solves the actual problem - not the most impressive one in a paper.
- Cross-industry experience is underrated. The best ideas I've had came from applying a solution from one industry to a problem in another.
- I avoid building solutions looking for problems. Start with the decision that needs to be made, work backwards.
- Incentive structures determine outcomes more than intentions do. I think about this constantly.
- When a metric becomes a target, it stops being a metric. I think about this every time someone asks me to optimize for a KPI.
- Get something in front of users before it's ready. You'll learn more from one week of real feedback than a month of theoretical debate.
- A clever model nobody understands will get ignored. A simple model everyone trusts will actually get used. Optimize for trust, not elegance.
- Most project failures I've seen weren't execution problems. They were alignment problems - people building the right things in incompatible directions.