Creating Machine Learning Applications: From Idea to Product

Master the key skills of designing, developing, and deploying machine learning applications! A step-by-step guide to building ML applications with a focus on practice: for data processing specialists, software developers, and product managers. By reading this book, you will gradually... create a real practical application — from idea to implementation. You will have access to code examples, illustrations, screenshots, and interviews with leading industry experts. You will learn how to plan and measure the success of ML projects, understand how to build a working model, and master ways to iteratively refine it. Finally, you will get acquainted with deployment and monitoring strategies. The book will help: • Define the goal of your ML project • Quickly build the first end-to-end pipeline and find the initial dataset • Train the model and eliminate bottlenecks in its performance • Deploy the model and carry out its monitoring