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© 2024 Zoom Video Communications, Inc.
Big Data and AI
© 2024 Zoom Video Communications, Inc.
Engineering leader that's passionate about building self-serve
large scale distributed systems platforms in the space of Big
Data and Machine Learning.
About Speaker
Speaker
Sandeep Manchem
ML Platform Engineering
Manager @ Zoom
© 2024 Zoom Video Communications, Inc.
Agenda
Introduction
Role of Big Data in AI
Key Challenges
Some solutions
Audience Engagement
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Role of Big Data in AI/ML
● Training Data
● Personalization
● Feedback loops
● Privacy & Compliance
© 2024 Zoom Video Communications, Inc.
Typical ML Lifecycle
4. Model
monitoring
3. Model
deployment
1. Data ingestion 2. Model training
© 2024 Zoom Video Communications, Inc.
Typical Big Data Platform
© 2024 Zoom Video Communications, Inc.
© 2024 Zoom Video Communications, Inc.
Key Challenges
● Data access & usage control
● Privacy & Legal compliance
● Data Residency
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Some Solutions
● ABAC/TBAC/RBAC
● Data desensitization
● Isolated environments & anonymization
● Differential Privacy
© 2024 Zoom Video Communications, Inc.
What data related
challenges do you face in
your AI/ML systems?
© 2024 Zoom Video Communications, Inc.
© 2024 Zoom Video Communications, Inc.
Thank you
© 2024 Zoom Video Communications, Inc.
© 2024 Zoom Video Communications, Inc.