{"product_id":"machine-learning-model-serving-patterns-and-best-practices-a-definitive-guide-to-deploying-monitoring-and-providing-accessibility-to-ml-models-in-p-9781803249902","title":"Machine Learning Model Serving Patterns and Best Practices: A definitive guide to deploying, monitoring, and providing accessibility to ML models in p","description":"\u003cp\u003e\u003cstrong\u003eBecome a successful machine learning professional by effortlessly deploying machine learning models to production and implementing cloud-based machine learning models for widespread organizational use\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eLearn best practices about bringing your models to production\u003c\/li\u003e\n\u003cli\u003eExplore the tools available for serving ML models and the differences between them\u003c\/li\u003e\n\u003cli\u003eUnderstand state-of-the-art monitoring approaches for model serving implementations\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eServing patterns enable data science and ML teams to bring their models to production. Most ML models are not deployed for consumers, so ML engineers need to know the critical steps for how to serve an ML model.\u003c\/p\u003e\u003cp\u003eThis book will cover the whole process, from the basic concepts like stateful and stateless serving to the advantages and challenges of each. Batch, real-time, and continuous model serving techniques will also be covered in detail. Later chapters will give detailed examples of keyed prediction techniques and ensemble patterns. Valuable associated technologies like TensorFlow severing, BentoML, and RayServe will also be discussed, making sure that you have a good understanding of the most important methods and techniques in model serving. Later, you'll cover topics such as monitoring and performance optimization, as well as strategies for managing model drift and handling updates and versioning. The book will provide practical guidance and best practices for ensuring that your model serving pipeline is robust, scalable, and reliable. Additionally, this book will explore the use of cloud-based platforms and services for model serving using AWS SageMaker with the help of detailed examples.\u003c\/p\u003e\u003cp\u003eBy the end of this book, you'll be able to save and serve your model using state-of-the-art techniques.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat You Will Learn: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eExplore specific patterns in model serving that are crucial for every data science professional\u003c\/li\u003e\n\u003cli\u003eUnderstand how to serve machine learning models using different techniques\u003c\/li\u003e\n\u003cli\u003eDiscover the various approaches to stateless serving\u003c\/li\u003e\n\u003cli\u003eImplement advanced techniques for batch and streaming model serving\u003c\/li\u003e\n\u003cli\u003eGet to grips with the fundamental concepts in continued model evaluation\u003c\/li\u003e\n\u003cli\u003eServe machine learning models using a fully managed AWS Sagemaker cloud solution\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho this book is for: \u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book is for machine learning engineers and data scientists who want to bring their models into production. Those who are familiar with machine learning and have experience of using machine learning techniques but are looking for options and strategies to bring their models to production will find great value in this book. Working knowledge of Python programming is a must to get started.\u003cbr\u003e\u003c\/p\u003e","brand":"Packt Publishing","offers":[{"title":"Default Title","offer_id":50392878088466,"sku":"9781803249902","price":38.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_e561a7f5-dfd9-402a-b89e-afd6badd433f.jpg?v=1728978208","url":"https:\/\/surprise-castle.myshopify.com\/products\/machine-learning-model-serving-patterns-and-best-practices-a-definitive-guide-to-deploying-monitoring-and-providing-accessibility-to-ml-models-in-p-9781803249902","provider":"Surprise Castle","version":"1.0","type":"link"}