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Deep Learning for Coders with fastai and PyTorch

Deep Learning for Coders with fastai and PyTorch
Author: Jeremy Howard
Publisher: O'Reilly Media
Total Pages: 624
Release: 2020-06-29
Genre: Computers
ISBN: 1492045497

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Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications. Authors Jeremy Howard and Sylvain Gugger, the creators of fastai, show you how to train a model on a wide range of tasks using fastai and PyTorch. You’ll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes. Train models in computer vision, natural language processing, tabular data, and collaborative filtering Learn the latest deep learning techniques that matter most in practice Improve accuracy, speed, and reliability by understanding how deep learning models work Discover how to turn your models into web applications Implement deep learning algorithms from scratch Consider the ethical implications of your work Gain insight from the foreword by PyTorch cofounder, Soumith Chintala


We Get It

We Get It
Author: Heather L. Servaty-Seib
Publisher: Jessica Kingsley Publishers
Total Pages: 210
Release: 2015-06-21
Genre: Self-Help
ISBN: 085700977X

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Silver Medal Winner in the Grief/Grieving category of the 2015 Foreword Reviews' INDIEFAB Book of the Year Awards A unique collection of 33 narratives by bereaved students and young adults, this books aims to help young adults who are grieving and provide guidance for those who seek to support them. Grieving the death of a loved one is difficult at any age, but it can be particularly difficult during college and young adulthood. From developing a sense of identity to living away from family and adjusting to life on and off campus, college students and young adults face a unique set of issues. These issues often make it difficult for young adults to talk about their loss, leading to a sense of isolation, different-ness and a pressure to pretend that everything is OK. The narratives included in this book are honest, engaging and heartfelt, and they help other students and young people know that they are not alone and that there are others who 'get' what they are going through. The narratives are usefully divided by themes, such as isolation, forced maturity and life transition challenges, and include commentary by the authors on grief responses and coping strategies. Each section also ends with helpful questions for reflection. Inspired by the experiences of Dr. Fajgenbaum losing his mother during college and Dr. Servaty-Seib dedicating her career to college student bereavement, this book will be a lifeline for students and young adults who have lost a loved one. It will also be of immeasurable value to counselors, college administrators, grief professionals and parents.


I Saw That

I Saw That
Author: Tracie Jack
Publisher: WestBow Press
Total Pages: 281
Release: 2013-08
Genre: Biography & Autobiography
ISBN: 1490801332

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"God is always involved in our lives, but often we don't notice, too busy with our own agenda to appreciate what He is doing for us. In her book I Saw That, Tracie shares some poignant events in her life where she was able to see God's hand interceding in her life in divine, life-changing ways. This is a well-written, engaging narrative that will provide valuable biblical insights on how you, too, can say, 'I saw that' when God intervenes in your life." - Bob Russell, Retired Senior Minister of Southeast Christian Church Everybody wants a miracle-a Red Sea to be parted, a giant to be slayed, a mountain to be moved. And while God can still part seas, take down giants, and move mountains, often the most significant miracle is that God chooses to walk with His children in the daily grind of life ... that He knows our prayers before we speak them and knows the number of hairs on our head. I Saw That is about the miracle of the minutiae. We rarely miss the big things God does or the ways He answers our big, bold prayers, but we rarely see the small ways He cares for us-speaks to us and dances over us-mostly because we aren't looking. But God is at work daily in the ordinary and mundane, bringing all things together for our good. It's never a matter of whether or not He is faithful. It's always a matter of whether or not we see it. If you're a follower of Jesus, this book will strengthen your faith. If you're not quite sure you believe in God, it may just change your mind!


Make It Stick

Make It Stick
Author: Peter C. Brown
Publisher: Harvard University Press
Total Pages: 330
Release: 2014-04-14
Genre: Psychology
ISBN: 0674729013

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To most of us, learning something "the hard way" implies wasted time and effort. Good teaching, we believe, should be creatively tailored to the different learning styles of students and should use strategies that make learning easier. Make It Stick turns fashionable ideas like these on their head. Drawing on recent discoveries in cognitive psychology and other disciplines, the authors offer concrete techniques for becoming more productive learners. Memory plays a central role in our ability to carry out complex cognitive tasks, such as applying knowledge to problems never before encountered and drawing inferences from facts already known. New insights into how memory is encoded, consolidated, and later retrieved have led to a better understanding of how we learn. Grappling with the impediments that make learning challenging leads both to more complex mastery and better retention of what was learned. Many common study habits and practice routines turn out to be counterproductive. Underlining and highlighting, rereading, cramming, and single-minded repetition of new skills create the illusion of mastery, but gains fade quickly. More complex and durable learning come from self-testing, introducing certain difficulties in practice, waiting to re-study new material until a little forgetting has set in, and interleaving the practice of one skill or topic with another. Speaking most urgently to students, teachers, trainers, and athletes, Make It Stick will appeal to all those interested in the challenge of lifelong learning and self-improvement.


The Great Mental Models, Volume 1

The Great Mental Models, Volume 1
Author: Shane Parrish
Publisher: Penguin
Total Pages: 209
Release: 2024-10-15
Genre: Business & Economics
ISBN: 0593719972

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Discover the essential thinking tools you’ve been missing with The Great Mental Models series by Shane Parrish, New York Times bestselling author and the mind behind the acclaimed Farnam Street blog and “The Knowledge Project” podcast. This first book in the series is your guide to learning the crucial thinking tools nobody ever taught you. Time and time again, great thinkers such as Charlie Munger and Warren Buffett have credited their success to mental models–representations of how something works that can scale onto other fields. Mastering a small number of mental models enables you to rapidly grasp new information, identify patterns others miss, and avoid the common mistakes that hold people back. The Great Mental Models: Volume 1, General Thinking Concepts shows you how making a few tiny changes in the way you think can deliver big results. Drawing on examples from history, business, art, and science, this book details nine of the most versatile, all-purpose mental models you can use right away to improve your decision making and productivity. This book will teach you how to: Avoid blind spots when looking at problems. Find non-obvious solutions. Anticipate and achieve desired outcomes. Play to your strengths, avoid your weaknesses, … and more. The Great Mental Models series demystifies once elusive concepts and illuminates rich knowledge that traditional education overlooks. This series is the most comprehensive and accessible guide on using mental models to better understand our world, solve problems, and gain an advantage.


I've Got This Round

I've Got This Round
Author: Mamrie Hart
Publisher: Penguin
Total Pages: 306
Release: 2018-02-06
Genre: Humor
ISBN: 0399576800

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A wild and hilarious journey through adulting, from actress and comedian Mamrie Hart—the New York Times bestselling author of You Deserve a Drink. When Mamrie simultaneously enters her 30s and finds herself single for the first time since college, the world is suddenly full of possibilities. Emboldened by the cool confidence that comes with the end of one's 20s plus the newfound independence of an attachment-free lifestyle, Mamrie commits herself to living life with even more spirit, adventure, and heart than before. Mamrie dives into new experiences at full-tilt and seeks out once-in-a-lifetime opportunities (like meeting the Dixie Chicks), bucket-list goals (like visiting the Moulin Rouge), and madcap adventures (like going anchors-away on a Backstreet Boys cruise)—all while diving back into the dating world for the first time in a decade. In I've Got This Round, readers will find the same shameless honesty and I'll-try-anything-once spirit they loved in Hart’s New York Times bestseller You Deserve a Drink. Mamrie doubles down on her strong female friendships, her willingness to engage in shenanigans, and her inimitable candor, taking the reader along for the ride.


An Elegant Puzzle

An Elegant Puzzle
Author: Will Larson
Publisher: Stripe Press
Total Pages: 281
Release: 2019-05-20
Genre: Computers
ISBN: 1953953336

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A human-centric guide to solving complex problems in engineering management, from sizing teams to handling technical debt. There’s a saying that people don’t leave companies, they leave managers. Management is a key part of any organization, yet the discipline is often self-taught and unstructured. Getting to the good solutions for complex management challenges can make the difference between fulfillment and frustration for teams—and, ultimately, between the success and failure of companies. Will Larson’s An Elegant Puzzle focuses on the particular challenges of engineering management—from sizing teams to handling technical debt to performing succession planning—and provides a path to the good solutions. Drawing from his experience at Digg, Uber, and Stripe, Larson has developed a thoughtful approach to engineering management for leaders of all levels at companies of all sizes. An Elegant Puzzle balances structured principles and human-centric thinking to help any leader create more effective and rewarding organizations for engineers to thrive in.


This Is What We Do

This Is What We Do
Author: Tom Hansen
Publisher: Catapult
Total Pages: 153
Release: 2017-09-01
Genre: Fiction
ISBN: 1619029693

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“[This Is What We Do] is...Atlas Shrugged jammed in reverse and with the tires smoked. It's Ayn Rand for people with a brain. And a gun. It's a kick. Read it.” —Sean Beaudoin, author of You Killed Wesley Payne and The Infects James Nethery is at the end of his rope. Unable to find meaning in his comfortable life, he has cut himself off from everyone and fled to Paris. His mission; to rid himself of a lifetime of baggage, erase the past, and start over. He wanders Paris aimlessly until he meets Lily, a Ukrainian model and hooker. They form a unique bond, and together take the first steps toward writing new stories of their lives. Soon, Lily’s past catches up with her and they are forced to go on the lam in a strange country. Together they must decide between justice and vengeance, and, when forced to take action, between what is too much—and not enough. This Is What We Do is part neo–noir thriller, part love story, and part cautionary tale of the perils of trying to write a new life from nothing—and the stories that will be written for you by others if you find yourself in the public eye.


You're Gonna Make It

You're Gonna Make It
Author: Daniel Fusco
Publisher: WaterBrook
Total Pages: 225
Release: 2022-09-13
Genre: Religion
ISBN: 0593192699

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Discover the grit you need to persevere through life's hard times—with the resilience, honesty, and unshakeable joy of Jesus—with the popular pastor and host of Hillsong Channel’s Real with Daniel Fusco and Jesus Is Real Radio “You’re Gonna Make It will give you the kind of resilience that doesn’t just help you survive hardship, but helps you bounce back even stronger.”—Levi Lusko, lead pastor of Fresh Life Church and bestselling author Most of us are just trying to get through the next twenty-four hours . . . let alone being ready to deal with the stress, anxiety, and suffering that arise when least expected. But it’s possible to move from fear and worry to the positive anticipation life should hold. See, there’s a way to survive the maddening chaos of this world, but it is only found in Jesus. Pastor and author Daniel Fusco discovered this the hard way. He’s experienced his share of loss, including the death of loved ones. Through diving into the Bible and deep times of prayer and reflection, Daniel has found a new closeness to Jesus and uncovered a way of resilience, perseverance, and grit. Jesus never promised a life of ease. He promised to be with us through everything. God can create good from all things, leading us into His promise of abundant life. We can persevere in hope. Right here. Right now. You can persevere in God’s promise. Because you’re gonna make it.


Pirate

Pirate
Author: Ted Bell
Publisher: Simon and Schuster
Total Pages: 530
Release: 2005-08-16
Genre: Fiction
ISBN: 1416521801

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In Ted Bell's scorching follow-up to his New York Times bestseller Assassin, intrepid intelligence operative Alex Hawke must thwart a secret, deadly alliance between China and France before they annihilate everything and everyone in their headlong rush toward world domination. Aboard a ship in the south of France, an American spy faces certain torture and death for the vital, explosive intelligence he possesses. In Paris, a ruthless and powerful descendant of Napoleon has forged an unholy alliance with China for its growing nuclear arsenal, poised to send America and the world to the brink of a gut-wrenching showdown. Now, in a maelstrom of razor's-edge danger, Alex Hawke must enter the nightmare visions of madmen to defuse an axis of evil no historian could have predicted—and no living soul would survive. Packed with unrelenting action, glamour, and high style, Pirate is a spellbinding thriller. Be prepared for Alex Hawke's most daunting and heart-pounding mission yet.