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Scale AI

Architecting High-Performance Machine Learning on Google Kubernetes Engine and Terraform

By GK Marballi · Paperback · USD 19.99

A production-focused guide for taking ML systems from notebook experiments to scalable, cost-conscious infrastructure on GKE and Terraform.

GKE Terraform MLOps Computers & Technology

Overview

Scale AI focuses on the engineering realities of deploying modern machine learning in production. It covers distributed training, serving patterns, autoscaling, and architecture decisions that affect throughput, latency, and reliability.

The book combines platform engineering and ML operations practices, helping readers design reproducible, auditable cloud infrastructure and avoid common cost and performance pitfalls as workloads grow.