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Companies are scrambling to integrate AI into their systems and operations. But to build truly successful solutions, you need a firm grasp of the underlying mathematics. This accessible guide walks you through the math necessary to thrive in the AI field such as focusing on real-world applications rather than dense academic theory. Engineers, data scientists, and students alike will examine mathematical topics critical for AI--including regression, neural networks, optimization, backpropagation, convolution, Markov chains, and more--through popular applications such as computer vision, natural language processing, and automated systems. And supplementary Jupyter notebooks shed light on examp...
Companies are scrambling to integrate AI into their systems and operations. But to build truly successful solutions, you need a firm grasp of the underlying mathematics. This accessible guide walks you through the math necessary to thrive in the AI field such as focusing on real-world applications rather than dense academic theory. Engineers, data scientists, and students alike will examine mathematical topics critical for AI--including regression, neural networks, optimization, backpropagation, convolution, Markov chains, and more--through popular applications such as computer vision, natural language processing, and automated systems. And supplementary Jupyter notebooks shed light on examp...
Learn how to build end-to-end scalable machine learning solutions with Apache Spark. With this practical guide, author Adi Polak introduces data and ML practitioners to creative solutions that supersede today's traditional methods. You'll learn a more holistic approach that takes you beyond specific requirements and organizational goals--allowing data and ML practitioners to collaborate and understand each other better. Scaling Machine Learning with Spark examines several technologies for building end-to-end distributed ML workflows based on the Apache Spark ecosystem with Spark MLlib, MLflow, TensorFlow, and PyTorch. If you're a data scientist who works with machine learning, this book show...
In the modern symphony of business, each section-from the technical to the managerial-must play in harmony. Authors Ron Itelman and Juan Cruz Viotti introduce a bold methodology to synchronize your business and technical teams, transforming them into a single, high-performing unit. Misalignment between business and technical teams halts innovation. You'll learn how to transcend the root causes of project failure-the ambiguity, knowledge gaps, and blind spots that lead to wasted efforts. The unifying methodology in this book will teach you these alignment tools and more: The four facets of data products: A simple blueprint that encapsulates data and business logic helps eliminate the most com...
This book is a series of short stories, moments, and souls, inspired by real tales that are woven in a way that captures parts of Lebanon's history and captivates our emotions all at the same time. The candid accounts and parables in these pages convey a natural sense of acceptance of the human soul with all its flaws, the cycles of life, the truth of time, and the power of nature. There is sadness and happiness, polygamy and infidelity, birth and re-birth, even blood, but also love- true, deep, furious, and raw love. Lebanon is a land of tales, passion, beauty, and contradiction. Rasha's moments and souls witness the ancient Phoenician times, the Ottoman times, the First and Second World Wars, the Lebanese civil war, and our modern times. This is a treasure from Lebanon where we can find ourselves basking in a sea of uninhibited feelings, accompanying the characters on their journeys, unleashing our own carefree passions, tears, thoughts, and laughs.
A subject list of new books printed in the Republic of Guyana, based on the books deposited at the National Library ... and provided with a full author, title and subject index and a List of Guyanese publishers.
This book addresses limited technology contexts from the viewpoint of those who are actually experiencing them in various parts of the world -- including the US -- while also suggesting effective practices for educators in other areas who are experiencing some limitations. The book is intended as a resource for teachers and administrators in countries around the world at all levels of language education and as a foundation for students in language and CALL education programs who are looking for ways to address limited technology contexts effectively.