Horizontal vs Vertical Scaling in AI Infrastructure: MLOps and Production AI Guide (2026) | Edugators

Horizontal vs Vertical Scaling in AI Infrastructure in MLOps and Production AI

Beginner Topic 7 of 9

Scaling Strategies Compared

Horizontal scaling adds more machines, while vertical scaling increases resource capacity on a single machine.

When to Use Each

Horizontal scaling for distributed workloads
Vertical scaling for compute-intensive tasks

Choosing the right approach improves performance and cost efficiency.

Checkpointing & Fault Tolerance in Distributed Training Optimizing Network Communication in Distributed AI Systems

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