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Learning Path1 Free Chapters
ML Platform Design
From research to production. Master MLOps, LLMOps, and building scalable ML Platforms.
Course Curriculum
11 Lectures • ~6hIntroduction
ML Platforms and OPs
01
Scalable Feature Store with Online/Offline ConsistencyPRO
35 min
02
Real-Time Feature Serving Layer (p99 < 50ms)PRO
30 min
03
Billion-Scale Vector Search SystemPRO
35 min
04
Distributed ML Training Platform (100B+ params)PRO
40 min
05
ML Model Deployment & Serving PipelinePRO
35 min
06
Multi-Tenant Model Serving with Cost AttributionPRO
35 min
07
CI/CD and Testing for ML ModelsPRO
30 min
08
ML Observability & Auto-Rollback PlatformPRO
35 min
09
ML Metadata and Lineage Tracking SystemPRO
30 min
10
Real-Time ML Data Ingestion PipelinePRO
35 min
Course Progress
Keep up the momentum!
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Content
11 Chapters
Duration
~6h
Level
Intermediate