“Journalist and policy analyst Chideya tackles how to survive in a time of broadening inequality and dwindling job market prospects…The Episodic Career is part policy summary, part journalistic narration, part self-help book” (The Guardian). Award-winning author Farai Chideya provides a “must-read for anyone seeking to navigate the new world of work” (bestselling author Daniel Pink) in this “smart and savvy” (Publishers Weekly), clear and accessible guide to finding your best, most fulfilling work in an age of rapid disruption. Understanding how America is working (and not working) is a critical first step to finding your best place in the employment world. Chideya brings her extensive research and her own solutions to work/life balance in The Episodic Career, an accessible manual to help you chart your course in the workplace, use your skills, and find your “sweet spot” within the variety of independent and corporate work structures today. The Episodic Career is a powerful new tool for determining success on your own terms. “Numerous interesting stories about people in a wide range of careers…are woven through this well-written book, which has at its center a Work/Life Matrix that… will help you ‘Know yourself, set your goals, play by your own rules’” (BookPage).

“Journalist and policy analyst Chideya tackles how to survive in a time of broadening inequality and dwindling job market prospects…The Episodic Career is part policy summary, part journalistic narration, part self-help book” (The Guardian). Award-winning author Farai Chideya provides a “must-read for anyone seeking to navigate the new world of work” (bestselling author Daniel Pink) in this “smart and savvy” (Publishers Weekly), clear and accessible guide to finding your best, most fulfilling work in an age of rapid disruption. Understanding how America is working (and not working) is a critical first step to finding your best place in the employment world. Chideya brings her extensive research and her own solutions to work/life balance in The Episodic Career, an accessible manual to help you chart your course in the workplace, use your skills, and find your “sweet spot” within the variety of independent and corporate work structures today. The Episodic Career is a powerful new tool for determining success on your own terms. “Numerous interesting stories about people in a wide range of careers…are woven through this well-written book, which has at its center a Work/Life Matrix that… will help you ‘Know yourself, set your goals, play by your own rules’” (BookPage).

Drawing on current research in psychology, a new philosophical account of remembering as imagining the past. In this book, Kourken Michaelian builds on research in the psychology of memory to develop an innovative philosophical account of the nature of remembering and memory knowledge. Current philosophical approaches to memory rest on assumptions that are incompatible with the rich body of theory and data coming from psychology. Michaelian argues that abandoning those assumptions will result in a radically new philosophical understanding of memory. His novel, integrated account of episodic memory, memory knowledge, and their evolution makes a significant step in that direction. Michaelian situates episodic memory as a form of mental time travel and outlines a naturalistic framework for understanding it. Drawing on research in constructive memory, he develops an innovative simulation theory of memory; finding no intrinsic difference between remembering and imagining, he argues that to remember is to imagine the past. He investigates the reliability of simulational memory, focusing on the adaptivity of the constructive processes involved in remembering and the role of metacognitive monitoring; and he outlines an account of the evolution of episodic memory, distinguishing it from the forms of episodic-like memory demonstrated in animals. Memory research has become increasingly interdisciplinary. Michaelian's account, built systematically on the findings of empirical research, not only draws out the implications of these findings for philosophical theories of remembering but also offers psychologists a framework for making sense of provocative experimental results on mental time travel.

A hands-on guide enriched with examples to master deep reinforcement learning algorithms with Python Key Features Your entry point into the world of artificial intelligence using the power of Python An example-rich guide to master various RL and DRL algorithms Explore various state-of-the-art architectures along with math Book Description Reinforcement Learning (RL) is the trending and most promising branch of artificial intelligence. Hands-On Reinforcement learning with Python will help you master not only the basic reinforcement learning algorithms but also the advanced deep reinforcement learning algorithms. The book starts with an introduction to Reinforcement Learning followed by OpenAI Gym, and TensorFlow. You will then explore various RL algorithms and concepts, such as Markov Decision Process, Monte Carlo methods, and dynamic programming, including value and policy iteration. This example-rich guide will introduce you to deep reinforcement learning algorithms, such as Dueling DQN, DRQN, A3C, PPO, and TRPO. You will also learn about imagination-augmented agents, learning from human preference, DQfD, HER, and many more of the recent advancements in reinforcement learning. By the end of the book, you will have all the knowledge and experience needed to implement reinforcement learning and deep reinforcement learning in your projects, and you will be all set to enter the world of artificial intelligence. What you will learn Understand the basics of reinforcement learning methods, algorithms, and elements Train an agent to walk using OpenAI Gym and Tensorflow Understand the Markov Decision Process, Bellman’s optimality, and TD learning Solve multi-armed-bandit problems using various algorithms Master deep learning algorithms, such as RNN, LSTM, and CNN with applications Build intelligent agents using the DRQN algorithm to play the Doom game Teach agents to play the Lunar Lander game using DDPG Train an agent to win a car racing game using dueling DQN Who this book is for If you’re a machine learning developer or deep learning enthusiast interested in artificial intelligence and want to learn about reinforcement learning from scratch, this book is for you. Some knowledge of linear algebra, calculus, and the Python programming language will help you understand the concepts covered in this book.

'A gorgeous literary novel that asks us to imagine all the possible versions of ourselves that we can imagine' J COURTNEY SULLIVAN 'A suburban srama build to leap form page to screen' Kirkus Reviews 'Fascinating and moving' EOWYN IVEY ----------------------- In a sleepy Oregon town at the base of a dormant volcano, four neighbours find their lives upended when they see visions of themselves in an alternate reality, and have to question the choices they’ve made as natural disaster looms. For fans of Celeste Ng's LITTLE FIRES EVERYWHERE and TV serial SIX FEET UNDER. In the shadow of a dormant volcano in Oregon lies a small town much like any other – though mistier perhaps, and greener. Look closely and you’ll see four neighbours plagued by strange visions. Ginny, a devoted surgeon, is troubled by thoughts of a beautiful colleague in her bed. Mark, a wildlife scientist, foresees imminent and devastating natural disaster. Cass, a brilliant scholar struggling with the demands of a small baby, envisages herself pregnant once more – just as she is returning to her game-changing research. And then there’s Samara, a young estate agent, who glimpses images of her dead mother alive again, healthy and vibrant. As the volcano begins to rumble, it becomes clear that these visions mean more than at first it seemed, and that the fate of this close-knit community hangs in the balance.

From two lawyers at the forefront of the reproductive rights movement, this fully updated book shares bold strategies meant to help restore and expand reproductive and sexual rights. Reproductive freedom has never been in more dire straits. Roe v. Wade protected abortion rights and Planned Parenthood v. Casey unexpectedly preserved them. Yet in the following decades these rights have been gutted by restrictive state legislation, the appointment of hundreds of anti-abortion judges, and violence against abortion providers. Today, the ultra-conservative majority at the Supreme Court has overturned our most fundamental reproductive protections. With Roe toppled, abortion is now a criminal offense in nearly one-third of the United States. At least six states have enacted bans on abortion as early as six weeks of pregnancy—before many women are even aware they are pregnant. Today, 89% of U.S. counties do not have a single abortion provider, in part due to escalating violence and intimidation aimed at disrupting services. We should all be free to make these personal and private decisions that affect our lives and wellbeing without government interference or bias, but we can no longer depend on Roe v. Wade and the federal courts to preserve our liberties. Legal titans Kathryn Kolbert and Julie F. Kay share the story of one of the most divisive issues in American politics through behind-the-scenes personal narratives of stunning losses, hard-earned victories, and moving accounts of women and health care providers at the heart of nearly five decades of legal battles. Kolbert and Kay propose audacious new strategies inspired by medical advances, state-level protections, human rights models, and activists across the globe whose courage and determination are making a difference. No more banging our heads against the Court’s marble walls. It is time for a new direction.

When constuction worker Joey gets stuck in a tub of cement, his buddy Frank tries to help him get free