{"product_id":"large-scale-machine-learning-with-python-9781785887215","title":"Large Scale Machine Learning with Python","description":"\u003cp\u003e • Author(s): Bastiaan Sjardin | Luca Massaron | Alberto Boschetti\u003cbr\u003e • Publisher: Packt Publishing\u003cbr\u003e • Publisher Imprint: Packt Publishing\u003cbr\u003e • BISAC: Data Science - Data Analytics\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eLearn to build powerful machine learning models quickly and deploy large-scale predictive applications\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eKey Features\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eDesign, engineer and deploy scalable machine learning solutions with the power of Python\u003c\/li\u003e \u003cli\u003eTake command of Hadoop and Spark with Python for effective machine learning on a map reduce framework\u003c\/li\u003e \u003cli\u003eBuild state-of-the-art models and develop personalized recommendations to perform machine learning at scale\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eBook Description\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eLarge Python machine learning projects involve new problems associated with specialized machine learning architectures and designs that many data scientists have yet to tackle. But finding algorithms and designing and building platforms that deal with large sets of data is a growing need. Data scientists have to manage and maintain increasingly complex data projects, and with the rise of big data comes an increasing demand for computational and algorithmic efficiency. Large Scale Machine Learning with Python uncovers a new wave of machine learning algorithms that meet scalability demands together with a high predictive accuracy.\u003c\/p\u003e \u003cp\u003eDive into scalable machine learning and the three forms of scalability. Speed up algorithms that can be used on a desktop computer with tips on parallelization and memory allocation. Get to grips with new algorithms that are specifically designed for large projects and can handle bigger files, and learn about machine learning in big data environments. We will also cover the most effective machine learning techniques on a map reduce framework in Hadoop and Spark in Python.\u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWhat you will learn\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eApply the most scalable machine learning algorithms\u003c\/li\u003e \u003cli\u003eWork with modern state-of-the-art large-scale machine learning techniques\u003c\/li\u003e \u003cli\u003eIncrease predictive accuracy with deep learning and scalable data-handling techniques\u003c\/li\u003e \u003cli\u003eImprove your work by combining the MapReduce framework with Spark\u003c\/li\u003e \u003cli\u003eBuild powerful ensembles at scale\u003c\/li\u003e \u003cli\u003eUse data streams to train linear and non-linear predictive models from extremely large datasets using a single machine\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e\u003cstrong\u003eWho this book is for\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eThis book is for anyone who intends to work with large and complex data sets. Familiarity with basic Python and machine learning concepts is recommended. Working knowledge in statistics and computational mathematics would also be helpful.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46497105576087,"sku":"9781785887215","price":5415.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781785887215.webp?v=1769179511","url":"https:\/\/atlanticbooks.com\/products\/large-scale-machine-learning-with-python-9781785887215","provider":"Atlantic Books","version":"1.0","type":"link"}