Agile Data Science Delivery: Accelerating Python and AI Deployment with Container Orchestration Baixar grátis

Isbn 13: 9798172790300

Leif Thornqvist Agile Data Science Delivery: Accelerating Python and AI Deployment with Container Orchestration lit

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Your AI model works in a notebook. But can your team reliably ship it to production?
Agile Data Science Delivery: Accelerating Python and AI Deployment with Container Orchestration is a practical guide to closing the gap between experimental machine learning and reliable production delivery.
Built for data scientists, ML engineers, Python developers, DevOps professionals, and technical teams adopting MLOps, this book brings Agile practices, Python, Docker, Kubernetes, CI/CD, GitOps, and machine learning operations into one delivery-focused workflow.
Inside, you’ll discover how to:

  • Move from Jupyter notebooks to reproducible, production-ready Python code
  • Version code, datasets, models, experiments, and artifacts with Git, DVC, and MLflow
  • Containerize AI environments with reliable Docker workflows
  • Use Kubernetes and Kubeflow to orchestrate data science and distributed training
  • Build CI/CD pipelines that test code, data quality, dependencies, and models
  • Deploy ML inference services with GitOps and zero-downtime updates
  • Safely release models through A/B testing, shadow deployments, and automated rollbacks
  • Automate feature engineering and event-driven ML workflows
  • Monitor data drift, model performance, and production behavior
  • Build an MLOps culture that connects engineering, data science, and business goals
The goal isn't simply to deploy a model once. It's to create a repeatable AI delivery system that helps teams develop, test, release, monitor, and improve machine learning applications with greater consistency.
If you're ready to move beyond prototypes and build a more disciplined path from Python experimentation to production AI, this guide gives you the architecture, practices, and tooling to make that transition.

Turn promising models into dependable production systems.
Start building your AI delivery workflow today.

Número de páginas :190
Isbn 13 :9798172790300
Encadernação Agile Data Science Delivery: Accelerating Python and AI Deployment with Container Orchestration:Capa dura
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