{"product_id":"learn-spark-ml-create-implement-and-master-scalable-machine-learning-pipelines-9798262008308","title":"Learn Spark ML: Create, Implement, and Master Scalable Machine Learning Pipelines","description":"\u003cp\u003e • Author(s): Studiod21 Smart Tech Content | Diego Rodrigues\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Computer Science\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eLEARN SPARK ML: \u003cb\u003e \u003c\/b\u003e\u003ci\u003eCreate, Implement, and Master Scalable Machine Learning Pipelines\u003c\/i\u003e\u003c\/p\u003e\u003cp\u003eAimed at students, professionals, and data enthusiasts who want to learn, implement, and automate machine learning pipelines using Spark ML in real-world environments. This book teaches everything from data ingestion to model deployment in production, with hands-on integration of leading market services, including AWS, Azure, Google Cloud, Databricks, Hadoop, Kubernetes, Apache Airflow, S3, BigQuery, Redshift, and Delta Lake.\u003c\/p\u003e\u003cp\u003eThe content covers: \u003c\/p\u003e\u003cp\u003e- Integration of Spark ML with cloud environments and data platforms\u003c\/p\u003e\u003cp\u003e- Construction and automation of pipelines with Spark MLlib and Airflow\u003c\/p\u003e\u003cp\u003e- Implementation of supervised and unsupervised models\u003c\/p\u003e\u003cp\u003e- Deployment, monitoring, and management of models in cloud and hybrid environments\u003c\/p\u003e\u003cp\u003e- Workflow optimization with Delta Lake, BigQuery, and Redshift\u003c\/p\u003e\u003cp\u003e- Tuning techniques, cross-validation, and MLOps fundamentals\u003c\/p\u003e\u003cp\u003e- Performance analysis and scalability of machine learning solutions\u003c\/p\u003e\u003cp\u003eAll examples and routines serve as a starting point, allowing adaptation to different academic and professional contexts. The goal is to deliver technical onboarding, practical autonomy, and mastery of the most widely used integrations in the market.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003espark ml, aws, azure, google cloud, databricks, hadoop, airflow, s3, bigquery, redshift, delta lake, pipelines, mlops, deploy, automation, predictive models\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46333426270359,"sku":"9798262008308","price":1276.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798262008308.webp?v=1768669506","url":"https:\/\/atlanticbooks.com\/products\/learn-spark-ml-create-implement-and-master-scalable-machine-learning-pipelines-9798262008308","provider":"Atlantic Books","version":"1.0","type":"link"}