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The MLOps Cycle: Automate Your Machine Learning Workflow from Data Pipelines to Model Monitoring with Kubeflow, Airflow, and Prometheus - Brossura
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Transform your machine learning projects into production-grade systems with The MLOps Cycle, your hands-on guide to mastering the complete ML lifecycle—from raw data ingestion to automated monitoring at scale.
Designed for data scientists, ML engineers, and DevOps practitioners, this book dives deep into the real-world tools and practices that power modern AI deployment. Learn how to streamline and automate every stage of your ML workflow using industry-standard technologies like Kubeflow, Apache Airflow, and Prometheus.
Through practical examples and project-driven chapters, you’ll:
Design robust data pipelines that handle preprocessing, validation, and feature engineering.
Orchestrate end-to-end ML workflows with Airflow DAGs and Kubeflow Pipelines.
Package, deploy, and version your models in cloud-native environments.
Implement CI/CD pipelines tailored for ML with reproducibility and scalability in mind.
Monitor model drift, performance, and system health using Prometheus and Grafana.
Align machine learning operations with MLOps best practices across teams and lifecycles.
Whether you’re building your first ML system or scaling enterprise-grade models in production, The MLOps Cycle offers the clarity, architecture, and automation mindset needed to succeed.
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The MLOps Cycle: Automate Your Machine Learning Workflow from Data Pipelines to Model Monitoring with Kubeflow, Airflow, and Prometheus
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The MLOps Cycle (Paperback)
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Paperback. Condizione: new. Paperback. Transform your machine learning projects into production-grade systems with The MLOps Cycle, your hands-on guide to mastering the complete ML lifecycle-from raw data ingestion to automated monitoring at scale.Designed for data scientists, ML engineers, and DevOps practitioners, this book dives deep into the real-world tools and practices that power modern AI deployment. Learn how to streamline and automate every stage of your ML workflow using industry-standard technologies like Kubeflow, Apache Airflow, and Prometheus.Through practical examples and project-driven chapters, you'll: Design robust data pipelines that handle preprocessing, validation, and feature engineering.Orchestrate end-to-end ML workflows with Airflow DAGs and Kubeflow Pipelines.Package, deploy, and version your models in cloud-native environments.Implement CI/CD pipelines tailored for ML with reproducibility and scalability in mind.Monitor model drift, performance, and system health using Prometheus and Grafana.Align machine learning operations with MLOps best practices across teams and lifecycles.Whether you're building your first ML system or scaling enterprise-grade models in production, The MLOps Cycle offers the clarity, architecture, and automation mindset needed to succeed. This item is printed on demand. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Codice articolo 9798294156671
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The MLOps Cycle: Automate Your Machine Learning Workflow from Data Pipelines to Model Monitoring with Kubeflow, Airflow, and Prometheus
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The MLOps Cycle: Automate Your Machine Learning Workflow from Data Pipelines to Model Monitoring with Kubeflow, Airflow, and Prometheus
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The MLOps Cycle: Automate Your Machine Learning Workflow from Data Pipelines to Model Monitoring with Kubeflow, Airflow, and Prometheus
Da: GreatBookPricesUK, Woodford Green, Regno Unito
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The MLOps Cycle (Paperback)
Print on DemandDa: CitiRetail, Stevenage, Regno Unito
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Paperback. Condizione: new. Paperback. Transform your machine learning projects into production-grade systems with The MLOps Cycle, your hands-on guide to mastering the complete ML lifecycle-from raw data ingestion to automated monitoring at scale.Designed for data scientists, ML engineers, and DevOps practitioners, this book dives deep into the real-world tools and practices that power modern AI deployment. Learn how to streamline and automate every stage of your ML workflow using industry-standard technologies like Kubeflow, Apache Airflow, and Prometheus.Through practical examples and project-driven chapters, you'll: Design robust data pipelines that handle preprocessing, validation, and feature engineering.Orchestrate end-to-end ML workflows with Airflow DAGs and Kubeflow Pipelines.Package, deploy, and version your models in cloud-native environments.Implement CI/CD pipelines tailored for ML with reproducibility and scalability in mind.Monitor model drift, performance, and system health using Prometheus and Grafana.Align machine learning operations with MLOps best practices across teams and lifecycles.Whether you're building your first ML system or scaling enterprise-grade models in production, The MLOps Cycle offers the clarity, architecture, and automation mindset needed to succeed. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability. Codice articolo 9798294156671
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Taschenbuch. Condizione: Neu. Neuware - Transform your machine learning projects into production-grade systems with The MLOps Cycle, your hands-on guide to mastering the complete ML lifecycle-from raw data ingestion to automated monitoring at scale. Codice articolo 9798294156671
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