{"product_id":"learning-automl-automating-ml-pipelines-with-autogluon-leading-frameworks-and-real-world-integration-9798341643185","title":"Learning Automl: Automating ML Pipelines with Autogluon, Leading Frameworks, and Real-World Integration","description":"\u003cp\u003e\u003cem\u003eLearning AutoML\u003c\/em\u003e is your practical guide to applying automated machine learning in real-world environments. Whether you're a data scientist, ML engineer, or AI researcher, this book helps you move beyond experimentation to build and deploy high-performing models with less manual tuning and more automation. Using AutoGluon as a primary toolkit, you'll learn how to build, evaluate, and deploy AutoML models that reduce complexity and accelerate innovation.\u003c\/p\u003e \u003cp\u003eAuthor Kerem Tomak shares insights on how to integrate models into end-to-end deployment workflows using popular tools like Kubeflow, MLflow, and Airflow, while exploring cross-platform approaches with Vertex AI, SageMaker Autopilot, Azure AutoML, Auto-sklearn, and H2O.ai. Real-world case studies highlight applications across finance, healthcare, and retail, while chapters on ethics, governance, and agentic AI help future-proof your knowledge.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e\u003cul\u003e \u003cli\u003eBuild AutoML pipelines for tabular, text, image, and time series data\u003c\/li\u003e \u003cli\u003eDeploy models with fast, scalable workflows using MLOps best practices\u003c\/li\u003e \u003cli\u003eCompare and navigate today's leading AutoML platforms\u003c\/li\u003e \u003cli\u003eInterpret model results and make informed decisions with explainability tools\u003c\/li\u003e \u003cli\u003eExplore how AutoML leads into next-gen agentic AI systems\u003c\/li\u003e \u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Kerem Tomak\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/12\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 590\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.05lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 1.20d\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9798341643185","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":47461642272905,"sku":"9798341643185","price":79.99,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0636\/9240\/6921\/files\/img_aa055659-fd5d-4eda-b389-928bc4171407.jpg?v=1784058521","url":"https:\/\/sonsanddaughtersbooks.com\/products\/learning-automl-automating-ml-pipelines-with-autogluon-leading-frameworks-and-real-world-integration-9798341643185","provider":"Sons and Daughters Books","version":"1.0","type":"link"}