When we use consumer products from Google, Microsoft, Facebook, Apple, or Baidu, we are often interacting with a deep learning system. In this volume in the MIT Press Essential Knowledge series, computer scientist John Kelleher offers an accessible and concise but comprehensive introduction to the fundamental technology at the heart of the artificial intelligence revolution.Kelleher explains that deep learning enables data-driven decisions by identifying and extracting patterns from large datasets; its ability to learn from complex data makes deep learning ideally suited to take advantage of the rapid growth in big data and computational power. Kelleher also explains some of the basic concepts in deep learning, presents a history of advances in the field, and discusses the current state of the art. He describes the most important deep learning architectures, including autoencoders, recurrent neural networks, and long short-term networks, as well as such recent developments as Generative Adversarial Networks and capsule networks. He also provides a comprehensive (and comprehensible) introduction to the two fundamental algorithms in deep learning: gradient descent and backpropagation. Finally, Kelleher considers the future of deep learning—major trends, possible developments, and significant challenges.

    Moving from the peasant revolts of the late Middle Ages to the witch-hunts and the rise of mechanical philosophy, Federici investigates the capitalist rationalization of social reproduction. She shows how the battle against the rebel body and the conflict between body and mind are essential conditions for the development of labor power and self-ownership, two central principles of modern social organization."It is both a passionate work of memory recovered and a hammer of humanity's agenda." Peter Linebaugh, author of The London Hanged"

    More than sixty years later, it is more important than ever to discuss this complex novel. Now, having commissioned original contributions by Cheryl Strayed, Roxane Gay, Erika Sánchez, Sloane Crosley, Andre Dubus III, Ian Frazier, Lauren Groff, Stacy Schiff, Emily Mortimer, Victor LaValle, and many more, Jenny Minton Quigley examines how we read Lolita today.Lolita both exists in and exemplifies many of the issues at the forefront of our current national discourse: art and politics, race and whiteness, gender and power, sexual trauma. Jenny, the daughter of Walter J. Minton, who published Lolita at G. P. Putnam's Sons after it had been rejected by five other American publishers, brings a unique vantage point to this conversation. In her introduction she tells the amazing true story of the original publication, a risk Walter took despite the very real possibility that he could be prosecuted and go to jail (and which, by the way, included Walter's daring flight through a storm to meet Nabokov and strike the deal).Lolita in the Afterlife is a riveting examination of the bright and dark spell that Nabokov's indelible novel left and still leaves on the cultural landscape. As these prominent writers of the twenty-first century attest, Lolita lives on, in an afterlife as blinding as a supernova.

    The writings include text from the infamous performances that brought her to the Supreme Court in Finley vs. NEA, a battle that became a mainstay of the culture wars and which has made Finley an icon in the struggle for freedom of speech. Included in this volume will be the never before published, Obie Award-winning The American Chestnut for which she received a Guggenheim; such works as We Keep Our Victims Ready, A Certain Level of Denial, The Return of the Chocolate Smeared Woman, and an excerpt from her forthcoming film Shut Up and Love Me. Also appearing will be previously unpublished short stories, photos, artwork, and an essay on censorship. In 1998 Finley was named Woman of the Year by MS. magazine; she posed for Playboy the following year. She has appeared in numerous films including Philadelphia, and will soon be directing her own first feature film, Shut Up and Love Me, produced by Forensic Films. She has recorded albums including a collaboration with Sinead O'Connor. Finley is a regular on Politically Incorrect and can be seen giving her opinions on Exhale, a new show hosted by Candace Bergen on Oxygen. She will be hosting The Naked Players, a "nude Candid Camera" as well as Shock Video, both on HBO. Finley has written four books: Shock Treatment, Enough Is Enough, Living It Up, and Pooh Unplugged. "We need Finley: she doesn't duck the bullets, she keeps her eyes peeled on the artillery aimed at women, and she continues to push against her own boundaries as an artist" -- MS. Magazine

    Despite dire warnings and escalating concern over the state of our planet, many people feel out of touch with the natural world. Nobel laureate Wangari Maathai has spent decades working with the Green Belt Movement to help women in rural Kenya plant—and sustain—millions of trees. With their hands in the dirt, these women often find themselves empowered and “at home” in a way they never did before. Maathai wants to impart that feeling to everyone, and believes that the key lies in traditional spiritual values: love for the environment, self-betterment, gratitude and respect, and a commitment to service. While educated in the Christian tradition, Maathai draws inspiration from many faiths, celebrating the Jewish mandate tikkun olam (“repair the world”) and renewing the Japanese term mottainai (“don’t waste”). Through rededication to these values, she believes, we might finally bring about healing for ourselves and the earth.

    The ones we hold close to our hearts, the rebels we raise in conversation over a drink, the pioneering early feminists who have been overlooked for too long. Forgotten Women redresses the balance.Forgotten Women: The Leaders weaves together 48 (the number of Nobel-prize-winning women) unforgettable portraits of women who made huge yet unacknowledged contributions to history, the true pioneers and leaders who deserve to have had history books written about them, such as Grace O'Malley, the 16th century Irish pirate queen; Sylvia Rivera, who spearheaded the modern transgender movement; or Agent 355, the rebel spy who played a vital role in the American Revolution.With evocative illustrations from the first open international directory of female professional illustrators, womenwhodraw.com, and in collaboration with the New Historia, an academic initiative designed to document and promote the achievements of women in history, Broadly editor-in-chief Zing Tsjeng brings together the stories of the most remarkable female leaders from across the ages.

    They are assets you—and every manager and executive—want in your company, in your investment portfolio, and in your corner.There is copious academic research showing the benefits of working mothers on families and the benefits to companies who give women longer and more flexible parental leave. There are even findings that demonstrate women with multiple children actually perform better at work than those with none or one.Yet despite this concrete proof that working mothers are a lucrative asset, they still face the "Maternal Wall"—widespread unconscious bias about their abilities, contributions, and commitment. Nearly eighty percent of women are less likely to be hired if they have children—and are half as likely to be promoted. Mothers earn an average $11,000 less in salary and are held to higher punctuality and performance standards. Forty percent of Silicon Valley women said they felt the need to speak less about their family to be taken more seriously. Many have been told that having a second child would cost them a promotion.Fortunately, this prejudice is slowly giving way to new attitudes, thanks to more women starting their own businesses, and companies like Netflix, Facebook, Apple, and Google implementing more parent-friendly policies. But the most important barrier to change isn’t about men. Women must rethink the way they see themselves after giving birth. As entrepreneur Sarah Lacy makes clear in this cogent, persuasive analysis and clarion cry, the strongest, most lucrative, and most ambitious time of a woman’s career may easily be after she sees a plus sign on a pregnancy test.

    Now Lady Green returns with the publication of the revised and updated third edition of her classic The Sexually Dominant Woman. This friendly, non-threatening book is the perfect starting point for the woman who has fantasized about erotic power play, explaining the fundamentals of bondage, sensation and control games. It includes a script to inspire and support the novice through her first scene, a new section on partner-finding skills and updated information on the possible emotional effects of female-dominant play.

    In Canada, the Caribbean, and the United States, black women inhabit diasporic locations marked by the legacy of violence and slavery. Analyzing diverse literatures and material geographies, McKittrick reveals how human geographies are a result of racialized connections, and how spaces that are fraught with limitation are underacknowledged but meaningful sites of political opposition. Demonic Grounds moves between past and present, archives and fiction, theory and everyday, to focus on places negotiated by black women during and after the transatlantic slave trade. Specifically, the author addresses the geographic implications of slave auction blocks, Harriet Jacobs’s attic, black Canada and New France, as well as the conceptual spaces of feminism and Sylvia Wynter’s philosophies. Central to McKittrick’s argument are the ways in which black women are not passive recipients of their surroundings and how a sense of place relates to the struggle against domination. Ultimately, McKittrick argues, these complex black geographies are alterable and may provide the opportunity for social and cultural change. Katherine McKittrick is assistant professor of women’s studies at Queen’s University.

    NYU MFA candidate and Goldwater Fellow Alisson Wood's BEING LOLITA, a memoir of the author's two-year relationship with her high school English teacher who seduced her by teaching her Lolita, a story he had her believe was the greatest love story of our time, which she only later learned was anything but, and how revisiting Nabokov's masterpiece allowed her to grapple with what it means to have been an unreliable narrator of her own life, exploring our shifting views of consent, male dominance, and self-perception, to Sarah Murphy at Flatiron Books.

    The dark side of our personality—the “other,” the shadow side—is made up of what we think is our primitive, primal, negative impulses—our “existential kink.” Our existential kink also drives the dark or negative repeating patterns in our life: always choosing the abusive partner or boss, settling for less, thinking that we’re undeserving, not worthy. But it also is the source of our greatest power.In Existential Kink, Carolyn Elliott, PhD, offers a truth-telling guide for bringing our shadow into the light. Inviting us to make conscious the unconscious, Elliott asks us to own the subconscious pleasure we get from the stuck, painful patterns of our existence.Existential Kink provides practical advice and meditations so we truly see our shadow side’s “guilty pleasures,” love and accept them, and integrate them into our whole being. By doing so, Elliott shows, we bring to life the raw, hot, glorious power we all have to get what we really want in our lives.

    A lady code. It’s ancient, it’s deeply spiritual and more than that, it’s powerful. Fiercely powerful. So powerful that it’s barely been spoken about in over 2,000 years. Your menstrual cycle. Yep, your period is way more than PMS, carb cravings and lady rage, your menstrual cycle/period/ragtime/ – insert whatever you call your ’time of the month’ here – is actually a 4-part lady code, that once cracked, will uncover a series of monthly superpowers that can be used to enhance your relationships with others, build a better business, have incredible sex + create a ‘bloody’ amazing life. Code Red, from the creatrix of www.thesassyshe.com, Lisa Lister, is a call to action. A rallying cry that dares you to explore, navigate and most importantly, love your lady landscape. You'll learn how to live and work in complete alignment with the rhythms of nature, the moon and your menstrual cycle, be inspired by insights from Wise + Wild Women like Meggan Watterson, Alexandra Pope + Uma Dinsmore Tuli and gain access to easy-to-follow strategies and SHE Flow yoga practices. You'll be invited to connect with your true nature as a woman, tap into the transformational power of your innate feminine wisdom and use your menstrual cycle as an ever-unfolding map to crack your lady code. REVIEWS “Lisa Lister is the woman we all wish we were lucky enough to have as our sister. But short of having her on speed dial, this book is the next best thing to a full on feminine support system!” - Kathleen McGowan, Activist and International Bestselling Author of The Expected One & The Book of Love “Code Red is a modern priestess guide for women to go within and use their feminine cycles to lead the good life. Lisa Lister is sounding the call for you to heal your cycle, accept your ever changing body, and honor your feminine soul. This is the essential foundation and practice for you to get in your ‘FLO’ and become the powerful force of nature that you are designed to be!” - Alisa Vitti, Hormonal Health Expert and Author of WomanCode “Lisa Lister doesn’t mess around. She’s here to break boundaries and barriers that have been created by what society defines ‘normal’ and in turn, remind us what’s real. Teaching and leading other girls to honour their divinity inside and out is no easy task and for that reason alone, I respect Lisa wholeheartedly. As far as I’m concerned, Lisa is part angel, part goddess and part rocker – she writes in a way that’s friendly, honest and captivating. This book is filled with ‘aha!’ moments from beginning to end. Let Code Red help you recognize your monthly flow – as a reminder you are fiercely feminine.” - Kyle Gray, Bestselling Author of Angel Prayers “Lisa’s sheer passion is palpable, whether she’s presenting her practical guide to getting the most out of your cycle or tackling complex philosophical questions of femaleness. She stands strong in that space between cycle-worship and cycle-commodification, making room for more women to feel self-knowledge through body acceptance is here for them, too. To paraphrase Gail Dines, if women loved their bodies, how much might society change for the better? Lisa gives us a glimpse of a bright future.” - Holly Grigg-Spall, Author of Sweetening the Pill: or How We Got Hooked on the Hormonal Birth Control "I've been searching for this book for years. Lisa Lister sheds the veil on the hidden power of the divine feminine with sass, compassion and deep wisdom. Jam packed full of tools, stories and even tips for guys...

    At first, she toughed it out through searing pain, taking sick days from work, unable to leave the bathroom or her bed. But when it became undeniable that something was seriously wrong, Miller gave in to family pressure and went to the hospital—beginning a yearslong nightmare of procedures, misdiagnoses, and life-threatening infections. Once she was finally correctly diagnosed with Crohn’s disease, Miller faced another battle: accepting that she will never get better.Today, an astonishing three in five adults in the United States suffer from a chronic disease—a percentage expected to rise post-Covid. Whether the illness is arthritis, asthma, Crohn's, diabetes, endometriosis, multiple sclerosis, ulcerative colitis, or any other incurable illness, and whether the sufferer is a colleague, a loved one, or you, these diseases have an impact on just about every one of us. Yet there remains an air of shame and isolation about the topic of chronic sickness. Millions must endure these disorders not only physically but also emotionally, balancing the stress of relationships and work amid the ever-present threat of health complications.Miller segues seamlessly from her dramatic personal experiences into a frank look at the cultural realities (medical, occupational, social) inherent in receiving a lifetime diagnosis. She offers hard-earned wisdom, solidarity, and an ultimately surprising promise of joy for those trying to make sense of it all.

    An introductory note on each poet tells something of her life and of the historical and literary context in which she wrote. The poems themselves--approximately four hundred in number and translated from languages as diverse as Byzantine Greek, Sanskrit, Old French, Hindi, Gaelic, Vietnamese, and Maori--cut across the barriers of time and culture to take their rightful place among the wealth of the world's literature. (Penguin Books)'In America, as everywhere else, women have been and are among our major poets, and here they all are, the familiar elbowing the exotic in endless variety of form, subject, temperament. From Sappho to Judith Wright--by way of Li Ching-chao, Sor Juana Ines de la Cruz, Emily Dickinson, and Anna Akhmatova--this anthology can be read straight through as a dizzying world tour, and returned to as a solid work of reference'--Ellen Moers, author of Literary Women

    Through personal narratives and qualitative empirical studies, more than 40 authors expose the daunting challenges faced by academic women of color as they navigate the often hostile terrain of higher education, including hiring, promotion, tenure, and relations with students, colleagues, and administrators. The narratives are filled with wit, wisdom, and concrete recommendations, and provide a window into the struggles of professional women in a racially stratified but increasingly multicultural America.