Upal Saha
Employers on the program
- 2025–2026bem3 talks
The year around now
Talks in the past 12 months and announced talks ahead, one row per conference, January to December. Hover a mark for the talk.
Appearances by year
- Data Outpost
- MLOps World (Machine Learning in Production)
Talks
| Date | Event | Conference | Role | Title | Links |
|---|---|---|---|---|---|
| Nov 17, 2026 | 7th Annual MLOps World | GenAI Summit 2026 | MLOps World (Machine Learning in Production) | workshop | Make It Never Fail: A Hands-On Lab in Taking AI Extraction from 80% to Production-Grade as bem This is a build-and-break lab for engineers who already know that a demo is not a system. In the first fifteen minutes every attendee stands up a working…Show lessThis is a build-and-break lab for engineers who already know that a demo is not a system. In the first fifteen minutes every attendee stands up a working extraction pipeline against a real invoice, with no schema authoring, and gets structured JSON back. | |
| Nov 4, 2026 | Data Outpost 2026 | Data Outpost | speaker | Your Compliance Team Was Right: Why Regulated Firms Must Own Their Data+AI Stack as bem For banks, insurers, healthcare organizations, and law firms, sending sensitive data to third-party AI SaaS tools or directly to the frontier labs isn't just…Show lessFor banks, insurers, healthcare organizations, and law firms, sending sensitive data to third-party AI SaaS tools or directly to the frontier labs isn't just risky — it can break attorney-client privilege, violate data residency requirements, and create discovery and audit nightmares that no vendor contract can paper over. Yet the answer isn't to sit out the AI wave; it's to build Data+AI capabili | |
| Nov 4, 2025 | Small Data SF 2025 | Data Outpost | speaker | Untitled as bem |
Frequent co-speakers
| Speaker | Shared events | Shared talks | Last together |
|---|---|---|---|
| Joe Reis | 3 | — | 2026 |
| Benn Stancil | 2 | — | 2026 |
| Jacob Matson | 2 | — | 2026 |
| Jordan Tigani | 2 | — | 2026 |
| Tristan Handy | 2 | — | 2026 |
| Zain Hasan | 2 | — | 2026 |
| Matt Foley | 1 | 1 | 2026 |
Speakers with the same name are merged into one entry, so this page may combine more than one person. Affiliations are shown as each conference listed them.