Author: Jeremy Robert Johnson
Publisher: S&S/Saga Press
ISBN: 1534454292
Category : Fiction
Languages : en
Pages : 320
Book Description
The year’s most brutal, cinematic thrill ride is also one of its most critically acclaimed novels. Dazed and Confused meets 28 Days Later in this “wickedly entertaining,” (Kirkus Reviews) “volcano of a book” (Nathan Ballingrud, author of Wounds) as a lonely young woman teams up with a group of fellow outcasts to survive the night in a town overcome by a science experiment gone wrong. A Best Book of the Month for Den of Geek, Omnivoracious, Mystery & Suspense, and Tor. A Goodreads’ 2020 Readers Choice Nominee for Best Horror, and one of the Best Books of 2020 for The Lineup, Booked, and Unsettling Reads. Turner Falls is a small tourist town nestled in the hills of central Oregon. When a terrifying outbreak rapidly develops, this idyllic town becomes the epicenter of an epidemic of violence. The Loop is a “wild and wonderfully scary novel” (Richard Chizmar, author of Gwendy’s Magic Feather) that offers a “hilarious and horrifying” (Brian Keene, author of The Rising) look at what one team of misfits can accomplish as they fight to live through the night. “[A] harrowing thrill ride of the first order and an uncompromising page-turner, easily securing its spot as one of the best novels of 2020.” —Rue Morgue (featured “Dante’s Pick” Review) “Like the best of Crichton or Bentley, it is a great beach read, but it is infused with the neon blood of a brave new writer... [A] kind of literary roller coaster. It will take you to thrilling highs and terrifying lows…” —Los Angeles Review of Books “The Loop is the gore-soaked, anxiety-inducing, diabolically funny Richard Linklater/David Cronenberg mashup you never knew you wanted but can’t—or at least shouldn’t—live without.” —The Big Thrill “Unputdownable...Fans of The Twilight Zone, The X-Files, and Stranger Things will be especially thrilled.” —Publishers Weekly (starred review) “A satisfyingly dark satire of, well, everything...[a] heart-pounding and deeply unsettling tale.” —Booklist “The Loop is a remarkably propulsive novel, cinematic in the best way, with perfectly tuned tension and excellent character choices…a headlong, straightforward pleasure.” —Locus “The Loop is the Cronenberg film we never got.” —Nathan Ballingrud, author of North American Lake Monsters and Wounds
The Loop
Author: Jeremy Robert Johnson
Publisher: S&S/Saga Press
ISBN: 1534454292
Category : Fiction
Languages : en
Pages : 320
Book Description
The year’s most brutal, cinematic thrill ride is also one of its most critically acclaimed novels. Dazed and Confused meets 28 Days Later in this “wickedly entertaining,” (Kirkus Reviews) “volcano of a book” (Nathan Ballingrud, author of Wounds) as a lonely young woman teams up with a group of fellow outcasts to survive the night in a town overcome by a science experiment gone wrong. A Best Book of the Month for Den of Geek, Omnivoracious, Mystery & Suspense, and Tor. A Goodreads’ 2020 Readers Choice Nominee for Best Horror, and one of the Best Books of 2020 for The Lineup, Booked, and Unsettling Reads. Turner Falls is a small tourist town nestled in the hills of central Oregon. When a terrifying outbreak rapidly develops, this idyllic town becomes the epicenter of an epidemic of violence. The Loop is a “wild and wonderfully scary novel” (Richard Chizmar, author of Gwendy’s Magic Feather) that offers a “hilarious and horrifying” (Brian Keene, author of The Rising) look at what one team of misfits can accomplish as they fight to live through the night. “[A] harrowing thrill ride of the first order and an uncompromising page-turner, easily securing its spot as one of the best novels of 2020.” —Rue Morgue (featured “Dante’s Pick” Review) “Like the best of Crichton or Bentley, it is a great beach read, but it is infused with the neon blood of a brave new writer... [A] kind of literary roller coaster. It will take you to thrilling highs and terrifying lows…” —Los Angeles Review of Books “The Loop is the gore-soaked, anxiety-inducing, diabolically funny Richard Linklater/David Cronenberg mashup you never knew you wanted but can’t—or at least shouldn’t—live without.” —The Big Thrill “Unputdownable...Fans of The Twilight Zone, The X-Files, and Stranger Things will be especially thrilled.” —Publishers Weekly (starred review) “A satisfyingly dark satire of, well, everything...[a] heart-pounding and deeply unsettling tale.” —Booklist “The Loop is a remarkably propulsive novel, cinematic in the best way, with perfectly tuned tension and excellent character choices…a headlong, straightforward pleasure.” —Locus “The Loop is the Cronenberg film we never got.” —Nathan Ballingrud, author of North American Lake Monsters and Wounds
Publisher: S&S/Saga Press
ISBN: 1534454292
Category : Fiction
Languages : en
Pages : 320
Book Description
The year’s most brutal, cinematic thrill ride is also one of its most critically acclaimed novels. Dazed and Confused meets 28 Days Later in this “wickedly entertaining,” (Kirkus Reviews) “volcano of a book” (Nathan Ballingrud, author of Wounds) as a lonely young woman teams up with a group of fellow outcasts to survive the night in a town overcome by a science experiment gone wrong. A Best Book of the Month for Den of Geek, Omnivoracious, Mystery & Suspense, and Tor. A Goodreads’ 2020 Readers Choice Nominee for Best Horror, and one of the Best Books of 2020 for The Lineup, Booked, and Unsettling Reads. Turner Falls is a small tourist town nestled in the hills of central Oregon. When a terrifying outbreak rapidly develops, this idyllic town becomes the epicenter of an epidemic of violence. The Loop is a “wild and wonderfully scary novel” (Richard Chizmar, author of Gwendy’s Magic Feather) that offers a “hilarious and horrifying” (Brian Keene, author of The Rising) look at what one team of misfits can accomplish as they fight to live through the night. “[A] harrowing thrill ride of the first order and an uncompromising page-turner, easily securing its spot as one of the best novels of 2020.” —Rue Morgue (featured “Dante’s Pick” Review) “Like the best of Crichton or Bentley, it is a great beach read, but it is infused with the neon blood of a brave new writer... [A] kind of literary roller coaster. It will take you to thrilling highs and terrifying lows…” —Los Angeles Review of Books “The Loop is the gore-soaked, anxiety-inducing, diabolically funny Richard Linklater/David Cronenberg mashup you never knew you wanted but can’t—or at least shouldn’t—live without.” —The Big Thrill “Unputdownable...Fans of The Twilight Zone, The X-Files, and Stranger Things will be especially thrilled.” —Publishers Weekly (starred review) “A satisfyingly dark satire of, well, everything...[a] heart-pounding and deeply unsettling tale.” —Booklist “The Loop is a remarkably propulsive novel, cinematic in the best way, with perfectly tuned tension and excellent character choices…a headlong, straightforward pleasure.” —Locus “The Loop is the Cronenberg film we never got.” —Nathan Ballingrud, author of North American Lake Monsters and Wounds
The Loop
Author: Ben Oliver
Publisher: Scholastic Inc.
ISBN: 1338589326
Category : Young Adult Fiction
Languages : en
Pages : 246
Book Description
"A script-ready story with blockbuster potential." -- Kirkus (Starred Review)Life inside The Loop--the futuristic death row for teens under eighteen--is one long repetitive purgatory. But when news of the encroaching chaos in the outside world reaches the inmates and disorder begins to strike, the prison becomes the least of their worries. Perfect for fans of The Maze Runner and The Fifth Wave. It's Luka Kane's 16th birthday and he's been inside The Loop for over two years. Every inmate is serving a death sentence with the option to push back their execution date by six months if they opt into "Delays," scientific and medical experiments for the benefit of the elite in the outside world.But rumors of a war on the outside are spreading amongst the inmates, and before they know it, their tortuous routine becomes disrupted. The government-issued rain stops falling. Strange things are happening to the guards. And it's not long until the inmates are left alone inside the prison.Were the chains that shackled Luka to his cell the only instruments left to keep him safe? In a thrilling shift, he must overcome fellow prisoners hell-bent on killing him, the warden losing her mind, the rabid rats in the train tunnels, and a population turned into murderous monsters to try and break out of The Loop, save his family, and discover who is responsible for the chaos that has been inflicted upon the world.
Publisher: Scholastic Inc.
ISBN: 1338589326
Category : Young Adult Fiction
Languages : en
Pages : 246
Book Description
"A script-ready story with blockbuster potential." -- Kirkus (Starred Review)Life inside The Loop--the futuristic death row for teens under eighteen--is one long repetitive purgatory. But when news of the encroaching chaos in the outside world reaches the inmates and disorder begins to strike, the prison becomes the least of their worries. Perfect for fans of The Maze Runner and The Fifth Wave. It's Luka Kane's 16th birthday and he's been inside The Loop for over two years. Every inmate is serving a death sentence with the option to push back their execution date by six months if they opt into "Delays," scientific and medical experiments for the benefit of the elite in the outside world.But rumors of a war on the outside are spreading amongst the inmates, and before they know it, their tortuous routine becomes disrupted. The government-issued rain stops falling. Strange things are happening to the guards. And it's not long until the inmates are left alone inside the prison.Were the chains that shackled Luka to his cell the only instruments left to keep him safe? In a thrilling shift, he must overcome fellow prisoners hell-bent on killing him, the warden losing her mind, the rabid rats in the train tunnels, and a population turned into murderous monsters to try and break out of The Loop, save his family, and discover who is responsible for the chaos that has been inflicted upon the world.
The Loop
Author: Jacob Ward
Publisher:
ISBN: 9780316487184
Category : Artificial intelligence
Languages : en
Pages : 0
Book Description
This eye-opening narrative journey into the rapidly changing world of artificial intelligence reveals the dangerous ways AI is exploiting the unconscious habits of our minds, and the real threat it poses to humanity: "The best book I have ever read about AI" (New York Times bestselling author Roger McNamee). Artificial intelligence is about to amplify the most primitive version of who we are, and spit it back at us for entertainment and profit. That's the warning from award-winning technology journalist Jacob Ward, whose decade-long journey through the cutting edge of AI and behavioral science reveals that we're on the verge of becoming caught in The Loop: a shrinking cycle of narrowed choices and lost skills that will turn us away from expertise, human connection, and creativity if we don't act fast. From biometric surveillance states that track the movements and relationships of over a billion people, to the algorithms that determine what movies get made, to the risky multiple-choice simplicity of automated battlefield systems, this book reveals that the most obvious patterns in our behavior--patterns that AI is most likely to vacuum up--are not the ones we want to perpetuate. As the tech industry begins writing flawed human habits into AI, The Loop is a call to look at ourselves more clearly, so we can put only the best parts of ourselves into the systems we create.
Publisher:
ISBN: 9780316487184
Category : Artificial intelligence
Languages : en
Pages : 0
Book Description
This eye-opening narrative journey into the rapidly changing world of artificial intelligence reveals the dangerous ways AI is exploiting the unconscious habits of our minds, and the real threat it poses to humanity: "The best book I have ever read about AI" (New York Times bestselling author Roger McNamee). Artificial intelligence is about to amplify the most primitive version of who we are, and spit it back at us for entertainment and profit. That's the warning from award-winning technology journalist Jacob Ward, whose decade-long journey through the cutting edge of AI and behavioral science reveals that we're on the verge of becoming caught in The Loop: a shrinking cycle of narrowed choices and lost skills that will turn us away from expertise, human connection, and creativity if we don't act fast. From biometric surveillance states that track the movements and relationships of over a billion people, to the algorithms that determine what movies get made, to the risky multiple-choice simplicity of automated battlefield systems, this book reveals that the most obvious patterns in our behavior--patterns that AI is most likely to vacuum up--are not the ones we want to perpetuate. As the tech industry begins writing flawed human habits into AI, The Loop is a call to look at ourselves more clearly, so we can put only the best parts of ourselves into the systems we create.
Tales From the Loop
Author: Simon Stålenhag
Publisher: Simon and Schuster
ISBN: 198215070X
Category : Fiction
Languages : en
Pages : 128
Book Description
Now an Amazon Prime Original Series! Perfect for fans of E.T. and Stranger Things—the first narrative artbook from acclaimed author and artist Simon Stålenhag about a fictionalized suburban town in the 1980s inhabited by fantastic machines and strange, imaginative beasts. In 1954, the Swedish government ordered the construction of the world’s largest particle accelerator. The facility was complete in 1969, located deep below the pastoral countryside of Mälaröarna. The local population called this marvel of technology The Loop. These are its strange tales. From the same author who wrote the imaginative artbook The Electric State, this “haunting,” (The Verge) “sophisticated sci-fi” (The Nerdist) follows the bizarre stories from otherworldly creatures and is a page-turner you won’t be able to put down.
Publisher: Simon and Schuster
ISBN: 198215070X
Category : Fiction
Languages : en
Pages : 128
Book Description
Now an Amazon Prime Original Series! Perfect for fans of E.T. and Stranger Things—the first narrative artbook from acclaimed author and artist Simon Stålenhag about a fictionalized suburban town in the 1980s inhabited by fantastic machines and strange, imaginative beasts. In 1954, the Swedish government ordered the construction of the world’s largest particle accelerator. The facility was complete in 1969, located deep below the pastoral countryside of Mälaröarna. The local population called this marvel of technology The Loop. These are its strange tales. From the same author who wrote the imaginative artbook The Electric State, this “haunting,” (The Verge) “sophisticated sci-fi” (The Nerdist) follows the bizarre stories from otherworldly creatures and is a page-turner you won’t be able to put down.
The Loop
Author: Shandy Lawson
Publisher: Hachette UK
ISBN: 1423179137
Category : Juvenile Fiction
Languages : en
Pages : 187
Book Description
Ben and Maggie have met, fallen in love, and died together countless times. Over the course of two pivotal day -- both the best and worst of their lives -- they struggle again and again to resist the pull of fate and the force of time itself. With each failure, they return to the beginning of their end, a wild road trip that brings them to the scene of their own murders and into the hands of the man who is destined to kill them. As time circles back on itself, events become more deeply ingrained, more inescapable for the two kids trapped inside the loop. The closer they come to breaking out, the tighter fate's clutches seem to grip them. They devise a desperate plan to break free and survive the days ahead, but what if Ben and Maggie's only shot at not dying is surviving apart?
Publisher: Hachette UK
ISBN: 1423179137
Category : Juvenile Fiction
Languages : en
Pages : 187
Book Description
Ben and Maggie have met, fallen in love, and died together countless times. Over the course of two pivotal day -- both the best and worst of their lives -- they struggle again and again to resist the pull of fate and the force of time itself. With each failure, they return to the beginning of their end, a wild road trip that brings them to the scene of their own murders and into the hands of the man who is destined to kill them. As time circles back on itself, events become more deeply ingrained, more inescapable for the two kids trapped inside the loop. The closer they come to breaking out, the tighter fate's clutches seem to grip them. They devise a desperate plan to break free and survive the days ahead, but what if Ben and Maggie's only shot at not dying is surviving apart?
In the Loop
Author: David R. Johnson
Publisher: Trinity University Press
ISBN: 1595349235
Category : History
Languages : en
Pages : 440
Book Description
In the Loop: A Political and Economic History of San Antonio, is the culmination of urban historian David Johnson’s extensive research into the development of Texas’s oldest city. Beginning with San Antonio’s formation more than three hundred years ago, Johnson lays out the factors that drove the largely uneven and unplanned distribution of resources and amenities and analyzes the demographics that transformed the city from a frontier settlement into a diverse and complex modern metropolis. Following the shift from military interests to more diverse industries and punctuated by evocative descriptions and historical quotations, this urban biography reveals how city mayors balanced constituents’ push for amenities with the pull of business interests such as tourism and the military. Deep dives into city archives fuel the story and round out portraits of Sam Maverick, Henry B. Gonzales, Lila Cockrell, and other political figures. Johnson reveals the interplay of business interests, economic attractiveness, and political goals that spurred San Antonio’s historic tenacity and continuing growth and highlights individual agendas that influenced its development. He focuses on the crucial link between urban development and booster coalitions, outlining how politicians and business owners everywhere work side by side, although not necessarily together, to shape the future of any metropolitan area, including geographical disparities. Three photo galleries illustrate boosterism’s impact on San Antonio’s public and private space and highlight its tangible results. In the Loop recounts each stage of San Antonio’s economic development with logic and care, building a rich story to contextualize our understanding of the current state of the city and our notions of how an American city can form.
Publisher: Trinity University Press
ISBN: 1595349235
Category : History
Languages : en
Pages : 440
Book Description
In the Loop: A Political and Economic History of San Antonio, is the culmination of urban historian David Johnson’s extensive research into the development of Texas’s oldest city. Beginning with San Antonio’s formation more than three hundred years ago, Johnson lays out the factors that drove the largely uneven and unplanned distribution of resources and amenities and analyzes the demographics that transformed the city from a frontier settlement into a diverse and complex modern metropolis. Following the shift from military interests to more diverse industries and punctuated by evocative descriptions and historical quotations, this urban biography reveals how city mayors balanced constituents’ push for amenities with the pull of business interests such as tourism and the military. Deep dives into city archives fuel the story and round out portraits of Sam Maverick, Henry B. Gonzales, Lila Cockrell, and other political figures. Johnson reveals the interplay of business interests, economic attractiveness, and political goals that spurred San Antonio’s historic tenacity and continuing growth and highlights individual agendas that influenced its development. He focuses on the crucial link between urban development and booster coalitions, outlining how politicians and business owners everywhere work side by side, although not necessarily together, to shape the future of any metropolitan area, including geographical disparities. Three photo galleries illustrate boosterism’s impact on San Antonio’s public and private space and highlight its tangible results. In the Loop recounts each stage of San Antonio’s economic development with logic and care, building a rich story to contextualize our understanding of the current state of the city and our notions of how an American city can form.
The Loop
Author: Nicholas Evans
Publisher: Hachette UK
ISBN: 0748112383
Category : Fiction
Languages : en
Pages : 402
Book Description
Helen Ross, a twenty-nine-year-old biologist, is sent to a sleepy Rocky Mountain ranching town to defend a pack of wolves from those who want to destroy them. For in Hope, Montana, a century ago, the wolf was slaughtered to extinction and though now protected by law as an endangered species, the old hatred runs deep. Alone in this hostile place, bruised by a broken love affair, Helen struggles for self-esteem and survival, embarking on a dangerous alliance with the son of her most ferocious opponent, the brutal and charismatic Buck Calder. Form its heart-stopping first chapter to its devastating climax, The Loop, set in the same vast landscape as The Horse Whisperer, is an epic tale of passion and redemptive love.
Publisher: Hachette UK
ISBN: 0748112383
Category : Fiction
Languages : en
Pages : 402
Book Description
Helen Ross, a twenty-nine-year-old biologist, is sent to a sleepy Rocky Mountain ranching town to defend a pack of wolves from those who want to destroy them. For in Hope, Montana, a century ago, the wolf was slaughtered to extinction and though now protected by law as an endangered species, the old hatred runs deep. Alone in this hostile place, bruised by a broken love affair, Helen struggles for self-esteem and survival, embarking on a dangerous alliance with the son of her most ferocious opponent, the brutal and charismatic Buck Calder. Form its heart-stopping first chapter to its devastating climax, The Loop, set in the same vast landscape as The Horse Whisperer, is an epic tale of passion and redemptive love.
Looping the Loop
Author: Henry Serrano Villard
Publisher: Kales Press
ISBN: 9780967007625
Category : Design
Languages : en
Pages : 172
Book Description
"Looping the loop: posters of flight" tells of the passion for flight with an array of rare posters spanning the years fo Early Flight, WWI, The Golden Age of Aviation, and WWII. vibrant, colorful, and significant designs includings more than 100 hundred posters each displayed on their own large-sized page, encompass and broaden upon the Smithsonian Institution related traveling exhibition "Looping the Loop: Posters of Early Flight."
Publisher: Kales Press
ISBN: 9780967007625
Category : Design
Languages : en
Pages : 172
Book Description
"Looping the loop: posters of flight" tells of the passion for flight with an array of rare posters spanning the years fo Early Flight, WWI, The Golden Age of Aviation, and WWII. vibrant, colorful, and significant designs includings more than 100 hundred posters each displayed on their own large-sized page, encompass and broaden upon the Smithsonian Institution related traveling exhibition "Looping the Loop: Posters of Early Flight."
The Loop Approach
Author: Sebastian Klein
Publisher: Campus Verlag
ISBN: 3593511207
Category : Business & Economics
Languages : en
Pages : 233
Book Description
How best to adapt established companies to a rapidly changing economy has long been a topic of debate in both the corporate and academic worlds. This challenge is especially pressing for large organizations that may have grown top-heavy and rigid with time but now need to be light on their feet to stay relevant and profitable. Until now, the best attempts have consisted of plucking tools and methods from the world of start-ups and applying them wholesale in large corporate environments. Most of these efforts have either fizzled or failed outright because they lacked a framework for a comprehensive corporation-sized rollout. »The Loop Approach« introduces a new series of methods that could help change the course of operations for even the most colossal organizations. Sebastian Klein and Ben Hughes provide a wide-ranging set of guidelines for achieving corporate agility, complete with checklists and worksheets that should prove instantly applicable. Want proof? The methods outlined in »The Loop Approach« have already been successfully implemented at such European corporate giants as Audi, Deutsche Bahn, and Telekom.
Publisher: Campus Verlag
ISBN: 3593511207
Category : Business & Economics
Languages : en
Pages : 233
Book Description
How best to adapt established companies to a rapidly changing economy has long been a topic of debate in both the corporate and academic worlds. This challenge is especially pressing for large organizations that may have grown top-heavy and rigid with time but now need to be light on their feet to stay relevant and profitable. Until now, the best attempts have consisted of plucking tools and methods from the world of start-ups and applying them wholesale in large corporate environments. Most of these efforts have either fizzled or failed outright because they lacked a framework for a comprehensive corporation-sized rollout. »The Loop Approach« introduces a new series of methods that could help change the course of operations for even the most colossal organizations. Sebastian Klein and Ben Hughes provide a wide-ranging set of guidelines for achieving corporate agility, complete with checklists and worksheets that should prove instantly applicable. Want proof? The methods outlined in »The Loop Approach« have already been successfully implemented at such European corporate giants as Audi, Deutsche Bahn, and Telekom.
Human-in-the-Loop Machine Learning
Author: Robert (Munro) Monarch
Publisher: Simon and Schuster
ISBN: 1638351031
Category : Computers
Languages : en
Pages : 422
Book Description
Human-in-the-Loop Machine Learning lays out methods for humans and machines to work together effectively. Summary Most machine learning systems that are deployed in the world today learn from human feedback. However, most machine learning courses focus almost exclusively on the algorithms, not the human-computer interaction part of the systems. This can leave a big knowledge gap for data scientists working in real-world machine learning, where data scientists spend more time on data management than on building algorithms. Human-in-the-Loop Machine Learning is a practical guide to optimizing the entire machine learning process, including techniques for annotation, active learning, transfer learning, and using machine learning to optimize every step of the process. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Machine learning applications perform better with human feedback. Keeping the right people in the loop improves the accuracy of models, reduces errors in data, lowers costs, and helps you ship models faster. About the book Human-in-the-Loop Machine Learning lays out methods for humans and machines to work together effectively. You’ll find best practices on selecting sample data for human feedback, quality control for human annotations, and designing annotation interfaces. You’ll learn to create training data for labeling, object detection, and semantic segmentation, sequence labeling, and more. The book starts with the basics and progresses to advanced techniques like transfer learning and self-supervision within annotation workflows. What's inside Identifying the right training and evaluation data Finding and managing people to annotate data Selecting annotation quality control strategies Designing interfaces to improve accuracy and efficiency About the author Robert (Munro) Monarch is a data scientist and engineer who has built machine learning data for companies such as Apple, Amazon, Google, and IBM. He holds a PhD from Stanford. Robert holds a PhD from Stanford focused on Human-in-the-Loop machine learning for healthcare and disaster response, and is a disaster response professional in addition to being a machine learning professional. A worked example throughout this text is classifying disaster-related messages from real disasters that Robert has helped respond to in the past. Table of Contents PART 1 - FIRST STEPS 1 Introduction to human-in-the-loop machine learning 2 Getting started with human-in-the-loop machine learning PART 2 - ACTIVE LEARNING 3 Uncertainty sampling 4 Diversity sampling 5 Advanced active learning 6 Applying active learning to different machine learning tasks PART 3 - ANNOTATION 7 Working with the people annotating your data 8 Quality control for data annotation 9 Advanced data annotation and augmentation 10 Annotation quality for different machine learning tasks PART 4 - HUMAN–COMPUTER INTERACTION FOR MACHINE LEARNING 11 Interfaces for data annotation 12 Human-in-the-loop machine learning products
Publisher: Simon and Schuster
ISBN: 1638351031
Category : Computers
Languages : en
Pages : 422
Book Description
Human-in-the-Loop Machine Learning lays out methods for humans and machines to work together effectively. Summary Most machine learning systems that are deployed in the world today learn from human feedback. However, most machine learning courses focus almost exclusively on the algorithms, not the human-computer interaction part of the systems. This can leave a big knowledge gap for data scientists working in real-world machine learning, where data scientists spend more time on data management than on building algorithms. Human-in-the-Loop Machine Learning is a practical guide to optimizing the entire machine learning process, including techniques for annotation, active learning, transfer learning, and using machine learning to optimize every step of the process. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Machine learning applications perform better with human feedback. Keeping the right people in the loop improves the accuracy of models, reduces errors in data, lowers costs, and helps you ship models faster. About the book Human-in-the-Loop Machine Learning lays out methods for humans and machines to work together effectively. You’ll find best practices on selecting sample data for human feedback, quality control for human annotations, and designing annotation interfaces. You’ll learn to create training data for labeling, object detection, and semantic segmentation, sequence labeling, and more. The book starts with the basics and progresses to advanced techniques like transfer learning and self-supervision within annotation workflows. What's inside Identifying the right training and evaluation data Finding and managing people to annotate data Selecting annotation quality control strategies Designing interfaces to improve accuracy and efficiency About the author Robert (Munro) Monarch is a data scientist and engineer who has built machine learning data for companies such as Apple, Amazon, Google, and IBM. He holds a PhD from Stanford. Robert holds a PhD from Stanford focused on Human-in-the-Loop machine learning for healthcare and disaster response, and is a disaster response professional in addition to being a machine learning professional. A worked example throughout this text is classifying disaster-related messages from real disasters that Robert has helped respond to in the past. Table of Contents PART 1 - FIRST STEPS 1 Introduction to human-in-the-loop machine learning 2 Getting started with human-in-the-loop machine learning PART 2 - ACTIVE LEARNING 3 Uncertainty sampling 4 Diversity sampling 5 Advanced active learning 6 Applying active learning to different machine learning tasks PART 3 - ANNOTATION 7 Working with the people annotating your data 8 Quality control for data annotation 9 Advanced data annotation and augmentation 10 Annotation quality for different machine learning tasks PART 4 - HUMAN–COMPUTER INTERACTION FOR MACHINE LEARNING 11 Interfaces for data annotation 12 Human-in-the-loop machine learning products