Deep learning has revolutionized pattern recognition, introducing tools that power a wide range of technologies in such diverse �elds as computer vision, natural language processing, and automatic speech recognition. Applying deep learning requires you to simultaneously understand how to cast a problem, the basic mathematics of modeling, the algorithms for �tting your models to data, and the engineering techniques to implement it all. This book is a comprehensive resource that makes deep learning approachable, while still providing sufficient technical depth to enable engineers, scientists, and students to use deep learning in their own work. No previous background in machine learning or deep learning is required—every concept is explained from scratch and the appendix provides a refresher on the mathematics needed. Runnable code is featured throughout, allowing you to develop your own intuition by putting key ideas into practice.

Asian/Americans, Education, and Crime: The Model Minority as Victim and Perpetrator analyzes Asian/Americans' interactions with the U.S. criminal justice system as perpetrators and victims of crime. This book contributes to a limited amount of scholarly writing so that researchers, policymakers, and educators can gain a deeper and more nuanced understanding of the relationship between Asian/Americans and the criminal justice system. In reality, Asian/Americans in the United States are both the victims of crime and the perpetrators of crime. However, their characterization as the "model minority" masks the victimization and violence they experience in the twenty-first century.

What happens to you, your team, even your entire organization when the business environment becomes more volatile and challenging? Have you noticed how some leaders continue to achieve breakthrough results under even the most difficult of circumstances while others' relationships break down, creating even more turmoil? Which of these leaders do you choose to be? In "From Breakdown to Breakthrough", leading change consultant, Michael Papanek, draws on his experience, insights, and research with top executives to shine a spotlight on how anyone---even those whose business relationships have suffered in the heat of change in the past---can establish the resilient relationships required for a long-term track record of business success. From his early days working during the General Motors---Electronic Data Systems merger in Detroit, to launching his own consultancy in San Francisco just as the U.S. economy reached its nadir, author Michael Papanek learned first-hand why it is vital to ensure all business relationships are Strong, Flexible, and Fair. Weaving this knowledge into a model applied successfully by his clients within leading organizations including Apple, Google, and Yahoo!, Papanek now offers this proven approach to any business professional wondering how to rise above the vicious cycle of relationship breakdown that many of us find ourselves in---especially during times of incessant change. The history of every company is always about key relationships that either led to long-term success, or breakdown. Some leaders seem naturally adept at riding what Papanek calls "The Heat Curve," emerging from volatile times with their relationships not just in tact, but enhanced. From Breakdown to Breakthrough shows how you can achieve that not just for yourself, but for everyone you work with.

Asian/Americans, Education, and Crime: The Model Minority as Victim and Perpetrator analyzes Asian/Americans' interactions with the U.S. criminal justice system as perpetrators and victims of crime. This book contributes to a limited amount of scholarly writing so that researchers, policymakers, and educators can gain a deeper and more nuanced understanding of the relationship between Asian/Americans and the criminal justice system. In reality, Asian/Americans in the United States are both the victims of crime and the perpetrators of crime. However, their characterization as the "model minority" masks the victimization and violence they experience in the twenty-first century.