Increasingly, the decisions that affect our lives--where we go to school, whether we can get a job or a loan, how much we pay for health insurance--are being made not by humans, but by machines. In theory, this should lead to greater fairness: Everyone is judged according to the same rules.But as mathematician and data scientist Cathy O'Neil reveals, the mathematical models being used today are unregulated and uncontestable, even when they're wrong. Most troubling, they reinforce discrimination--propping up the lucky, punishing the downtrodden, and undermining our democracy in the process.

    1.5 million Brilliant books have been sold around the world, so to celebrate this milestone we've included 10 Chapters from 10 of our bestselling Brilliant books to give you a taste of the series. By choosing the most inspiring and useful chapter for you, we hope you'll learn something new and get one step closer to being Brilliant on your chosen subject. Brilliant books are available for business, careers, management, lifeskills, computing, teaching, and study skills topics. So if you need help, advice or inspiration then we have something for all your personal and professional needs.

    Author Manuel Velasquez combines clear prose and primary source readings to take you on a meaningful exploration of a range of philosophical topics, such as human nature, feminist theory, diversity, and aesthetics. Plus, the text's carefully crafted built-in learning aids will help you succeed in your course.

    It is for teachers who refuse to harden their hearts, because they love learners, learning, and the teaching life." - Parker J. Palmer [from the Introduction] Teachers choose their vocation for reasons of the heart, because they care deeply about their students and about their subject. But the demands of teaching cause too many educators to lose heart. Is it possible to take heart in teaching once more so that we can continue to do what good teachers always do -- give heart to our students?In The Courage to Teach, Parker Palmer takes teachers on an inner journey toward reconnecting with their vocation and their students -- and recovering their passion for one of the most difficult and important of human endeavors.

    This includes further education, adult and community learning, work-based learning, the forces and offender learning and skills. It is easy to read with plenty of practical activities and examples throughout and the content is fully linked to the Teacher Training Standards. Please note: This book has since been updated to reflect the new title of the qualification: The Award in Education and Training.The qualification unit content contained in the appendices has since changed, and some legislation mentioned in the book has been updated.

    This guidebook is aimed clearly at the needs of the student, with a thorough understanding of, and provision for, the potential conceptual difficulties he or she is likely to encounter.