Systems At Scale Meetup #01 - Pune

Hello SystemsAtScale Community Members,

🚨 Models fail. Pipelines break. Costs explode.
Whether it’s data drift silently killing accuracy, a broken training pipeline hours before release, or a production model behaving very differently than expected—these moments define real MLOps teams.

At SystemsAtScale, we believe real learning happens when things break.
That’s why our first meetup focuses on MLOps at Scale, with a strong emphasis on blameless culture, real incidents, and production learnings.

Let’s come together to openly discuss what went wrong, why it happened, and how teams fixed it—without blame, just learning.

🔍 What to Expect at the Event :
✅ Practical MLOps Sessions
Two speakers will deliver applied MLOps sessions covering real-world architectures, tooling, and production challenges.
🔥 Real-Life MLOps Incident Stories
Two speakers will share memorable MLOps failures from production—covering:

• Root cause analysis
• Business & system impact
• Key technical and organizational takeaways

🗓️ Agenda :
09:30 AM – Doors Open
10:10 AM – Welcome & Introduction (SystemsAtScale)
10:15 AM – Session I – Announce soon
10:55 AM – Session II – Announce soon
11:40 AM – Break
12:10 PM – Session III – Announce soon
12:50 PM – Session IV – Announce soon
01:30 PM – Closing Note
01:45 PM – Doors Close

👉 Stay connected with SystemsAtScale
Join our WhatsApp group to get event updates, share ideas, and discuss real-world systems at scale: https://chat.whatsapp.com/INgVa4BShNZ7lKi0IaxlqM

Looking forward to learning, failing, and scaling—together.

Thanks,
Akshay Ithape
Organizer – SystemsAtScale