Valliappa Lakshmanan

Michael Munn

Sara Robinson

The design patterns in this book capture best practices and solutions to recurring problems in machine learning. Authors Valliappa Lakshmanan, Sara Robinson, and Michael Munn catalog the first tried-and-proven methods to help engineers tackle problems that frequently crop up during the ML process. These design patterns codify the experience of hundreds of experts into advice you can easily follow. The authors, three Google Cloud engineers, describe 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the most appropriate remedy for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure that models are treating users fairly

Solutions to Common Challenges in Data Preparation, Model Building, and MLOps

Machine Learning Design Patterns

150+ Real Ways to Care for Yourself While Caring for Everyone Else

Self-Care for Moms

The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly

Sean Fitzpatrick

Alison Pope-Rhodius

Written for graduate students and early professionals who are conducting applied sport psychology work for the first time, Excelling in Sport Psychology is a guide for planning, preparing, and executing this work. Each chapter addresses a critical component of the internship experience, such as selecting a site for an internship, preparing to begin the work, evaluating the completed work, and marketing oneself throughout one’s early career. The diverse experiences of the various authors provide a range of viewpoints for trainees to consider and apply to their growth as sport psychology or mental skills professionals. The text is written in a practical manner, with suggestions and questions that will drive this personal and professional growth. Each chapter also includes a personal account from a current student or recent graduate about their experience in that area. This book will appeal to students in academic sport psychology programs seeking additional support and guidance about the internship process, as well as post-graduates who did not have an internship component to their program. Supervisors will benefit from reading the book as it highlights ways to work with trainees. Drawn from the experience of the applied Sport Psychology department at John F. Kennedy University, which has helped students set up internships, have successful experiences, and attain jobs for over 25 years, this book can provide a model for training programs approaching the challenges of fieldwork.

Planning, Preparing, and Executing Applied Work

Excelling in Sport Psychology

150 quick and easy self-care activities especially for busy moms—perfect for even the most chaotic schedule. As a mom, you care—a lot. Whether it be physical, emotional, social, or practical, you’re there to attend to all of your family’s needs. But with so much to take care of, it can be hard to find time to care of yourself. With Self-Care for Moms, you’ll learn how easy it is to incorporate self-care into your own routine in practical, yet meaningful, ways. In this book, you’ll find 150 realistic self-care activities that you can try right away. To help busy moms like you maximize any moment you can find for yourself, each activity is designed to fit easily within a set short time frame. For example: 5 minutes: Call a friend; Listen to a favorite song; Light a candle 15 minutes: Soak your feet; Read a chapter in a book; Enjoy a leisurely cup of tea 30 minutes: Give yourself a facial; Plan for a vacation; Go for a walk 1 hour: Meet a friend for lunch; Go for a manicure; Attend a workout class You’ll also find ideas for activities that span larger amounts of time for inspiration and motivation to take some much-needed and well-earned extra time for yourself. There’s even a few aspirational activities, such as trips or projects, that last a day—or more—with a realistic plan for how to organize and coordinate your schedule to accommodate the occasional—but very important—extended time to focus on yourself. Start taking time for you—it’s easier than you think and besides, you deserve it!

Track your progress in your self-care journey and pinpoint the exercises that make you feel the most refreshed, rejuvenated, and ready to face the world in this beautiful and inspirational guided journal. Self-care is an essential part of wellness. But as your state of mind can vary from day to day and season to season, it can be difficult to find and remember the self-care practices that were most effective. Choose You gives you a space to record your routines and easily identify which worked best for you, so you can nurture yourself and navigate the chaos of daily life. Choose You contains more than 150 pages for guided journaling, including questions for reflection, useful tips, inspirational quotes, and fun ideas for self-care activities. Additionally, you’ll become an expert in the “what”s and “why”s of self-care, and learn strategies to effortlessly integrate these routines into your everyday life. Whether you’re new to the world of self-care, or you’ve been perfecting your methods for years, Choose You is the perfect companion for achieving total mind and body wellness!

Sara Robinson

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