Building Enterprise AI Control Planes: MLOps and Production AI Guide (2026)

Progress 3 / 9

Introduction to MLOps & Production AI

ML Lifecycle & Workflow Design

Data Engineering for ML Systems

Model Training & Experiment Tracking

Model Packaging & Serialization

API Development for ML Models

Containerization & Docker for ML

CI/CD for Machine Learning

Model Deployment Strategies

Monitoring, Logging & Observability

Feature Stores & Real-Time Inference

Scaling AI Systems & Distributed Training

Security, Privacy & Governance in AI

Cost Optimization & Performance Engineering

Advanced Production AI & Platform Architecture

Building Enterprise AI Control Planes

Advanced Topic 3 of 9

Control Plane vs Data Plane

The control plane manages orchestration and governance, while the data plane handles model training and inference execution.

Control planes improve enterprise oversight and automation.