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🏗️ Platform Design — ML Platform Architecture Design

MLOps Series #66 — Enterprise ML platform ka blueprint — self-service, scalable, modular! Internal…

Overview

🏗️ Platform Design — ML Platform Architecture Design — Quick Facts

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Component: Purpose

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Experiment Tracking: Track runs, metrics

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Model Registry: Version, approve

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Training Orchestration: Distributed jobs

Topic 1

💡 ML Platform Architecture

📊 ` ┌──────────────────────────────────────────────────────────────┐ │ ENTERPRISE ML…

Topic 2

📊 ML Platform Components

🔬 | Component | Purpose | Tools | Priority | |-----------|---------|-------|----------| |…

Topic 3

💻 ML Platform Manager

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name: mlflow

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containerPort: 5000

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name: MLFLOW_BACKEND_STORE_URI

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name: MLFLOW_DEFAULT_ARTIFACT_ROOT

Topic 4

1. Compute Strategy

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Training: Kubernetes + GPU node…

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Serving: KServe on dedicated…

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Notebooks: JupyterHub with…

Topic 5

2. Storage Strategy

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Artifacts: S3/GCS with lifecycle…

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Features: Feature Store (Feast)…

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Metadata: PostgreSQL for MLflow +…

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Datasets: Data Lake (S3) with…

Topic 6

3. Networking

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Internal: Service mesh (Istio) for…

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External: API Gateway (Kong/Envoy)…

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Model endpoints: Internal only…

Topic 7

4. Authentication & Authorization

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Auth: OIDC (Keycloak / Okta) for…

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RBAC: K8s RBAC + platform-level…

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Roles: Admin / ML Engineer / Data…

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Secrets: HashiCorp Vault / AWS…

Topic 8

5. CI/CD Pipeline

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Code: GitHub Actions → Build →…

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Model: Train → Validate → Register…

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Infra: Terraform + GitOps (ArgoCD)

Topic 9

6. Monitoring & Observability

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Metrics: Prometheus + Grafana…

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Logs: ELK Stack / Loki

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Tracing: Jaeger / OpenTelemetry

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Alerts: PagerDuty integration

Topic 10

7. Cost Management

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Spot instances: Training jobs (70%…

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Auto-scaling: Scale to zero for…

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GPU sharing: MIG (Multi-Instance…

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Quotas: Per-team GPU quotas

Topic 11

8. Governance

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Model Registry: Approval gates…

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Audit Trail: All actions logged…

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Compliance: EU AI Act + GDPR…

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Model Cards: Mandatory for…

Topic 12

❓ Quiz

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a) Fun project

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b) Data Scientists ko self-service…

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c) Cloud expensive hai

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a) Simple notebooks

Quick Quiz

Quiz — Question 1

🏗️ Platform Design — ML Platform Architecture Design ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

🏗️ Platform Design — ML Platform Architecture Design ka 'Experiment Tracking' kya hai?

Complete! 🎉

🏗️ Platform Design — ML Platform Architecture Design Complete!

Aliens School · HIEN · Cinematic Knowledge

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