{"product_id":"9781633438750-machine-learning-system-design","title":"Machine Learning System Design","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003e\u003cp\u003eGet the big picture and the important details with this end-to-end guide for designing highly effective, reliable machine learning systems.\u003c\/p\u003e\n\u003cbr\u003e\u003cp\u003e\u003cstrong\u003eGet the big picture and the important details with this end-to-end guide for designing highly effective, reliable machine learning systems.\u003c\/strong\u003e\u003cbr\u003e\u003cbr\u003eIn \u003cem\u003eMachine Learning System Design: With end-to-end examples\u003c\/em\u003e you will learn:\u003cbr\u003e\u003cbr\u003e\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eThe big picture of machine learning system design\u003c\/li\u003e\n\u003cli\u003eAnalyzing a problem space to identify the optimal ML solution\u003c\/li\u003e\n\u003cli\u003eAce ML system design interviews\u003c\/li\u003e\n\u003cli\u003eSelecting appropriate metrics and evaluation criteria\u003c\/li\u003e\n\u003cli\u003ePrioritizing tasks at different stages of ML system design\u003c\/li\u003e\n\u003cli\u003eSolving dataset-related problems through data gathering, error analysis, and feature engineering\u003c\/li\u003e\n\u003cli\u003eRecognizing common pitfalls in ML system development\u003c\/li\u003e\n\u003cli\u003eDesigning ML systems to be lean, maintainable, and extensible over time\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003e\u003cbr\u003e\u003cem\u003eMachine Learning System Design: With end-to-end examples\u003c\/em\u003e is a practical guide for planning and designing successful ML applications. It lays out a clear, repeatable framework for building, maintaining, and improving systems at any scale. Authors Arseny Kravchenko and Valeri Babushkin have filled this unique handbook with campfire stories and personal tips from their own extensive careers. You'll learn directly from their experience as you consider every facet of a machine learning system, from requirements gathering and data sourcing to deployment and management of the finished system.\u003c\/p\u003e\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":55786611114358,"sku":"9781633438750","price":46.14,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/orig_41503437_5009870c-fa7d-4a5f-b162-ae26b6333fd9.jpg?v=1780539657","url":"https:\/\/www.rarewaves.com\/products\/9781633438750-machine-learning-system-design","provider":"Rarewaves.com","version":"1.0","type":"link"}