Artificial Intelligence and Machine Learning for Digital Pathology PDF Download
Are you looking for read ebook online? Search for your book and save it on your Kindle device, PC, phones or tablets. Download Artificial Intelligence and Machine Learning for Digital Pathology PDF full book. Access full book title Artificial Intelligence and Machine Learning for Digital Pathology by Andreas Holzinger. Download full books in PDF and EPUB format.
Author: Andreas Holzinger
Publisher: Springer Nature
ISBN: 3030504026
Category : Computers
Languages : en
Pages : 351
Get Book Here
Book Description
Data driven Artificial Intelligence (AI) and Machine Learning (ML) in digital pathology, radiology, and dermatology is very promising. In specific cases, for example, Deep Learning (DL), even exceeding human performance. However, in the context of medicine it is important for a human expert to verify the outcome. Consequently, there is a need for transparency and re-traceability of state-of-the-art solutions to make them usable for ethical responsible medical decision support. Moreover, big data is required for training, covering a wide spectrum of a variety of human diseases in different organ systems. These data sets must meet top-quality and regulatory criteria and must be well annotated for ML at patient-, sample-, and image-level. Here biobanks play a central and future role in providing large collections of high-quality, well-annotated samples and data. The main challenges are finding biobanks containing ‘‘fit-for-purpose’’ samples, providing quality related meta-data, gaining access to standardized medical data and annotations, and mass scanning of whole slides including efficient data management solutions.
Author: Andreas Holzinger
Publisher: Springer Nature
ISBN: 3030504026
Category : Computers
Languages : en
Pages : 351
Get Book Here
Book Description
Data driven Artificial Intelligence (AI) and Machine Learning (ML) in digital pathology, radiology, and dermatology is very promising. In specific cases, for example, Deep Learning (DL), even exceeding human performance. However, in the context of medicine it is important for a human expert to verify the outcome. Consequently, there is a need for transparency and re-traceability of state-of-the-art solutions to make them usable for ethical responsible medical decision support. Moreover, big data is required for training, covering a wide spectrum of a variety of human diseases in different organ systems. These data sets must meet top-quality and regulatory criteria and must be well annotated for ML at patient-, sample-, and image-level. Here biobanks play a central and future role in providing large collections of high-quality, well-annotated samples and data. The main challenges are finding biobanks containing ‘‘fit-for-purpose’’ samples, providing quality related meta-data, gaining access to standardized medical data and annotations, and mass scanning of whole slides including efficient data management solutions.
Author: George Washington University. Human Resources Research Office
Publisher:
ISBN:
Category : Military art and science
Languages : en
Pages : 16
Get Book Here
Book Description
Author: Stella Benson
Publisher: Good Press
ISBN:
Category : Drama
Languages : en
Pages : 18
Get Book Here
Book Description
"Kwan-yin" by Stella Benson is an intense one-act play presenting two acolytes and four priests worshiping before an altar of the Goddess Of Mercy. Do they, however, hear her voice when she answers? Or are they too preoccupied with their very own sound? Excerpt: "A woman's voice again sings, unheeded, from behind the veil of smoke. Wherefore plead with death? Who shall soften the terrible heart of death? All, in urgent but slow unison: Kwan-yin. Kwan-yin. Kwan-yin. Kwan-yin. The golden face of Kwan-yin above the altar changes suddenly and terribly, and becomes like a masque of fear. The lanterns flare spasmodically. The voice can now be identified as Kwan-yin's, but still the priests stand unhearing with their heads bowed, and still the passionless bell rings. Kwan-yin, in a screaming voice: Ah, be still, be still.... I am Kwan-yin. I am Mercy. Mercy is defeated. Mercy who battled not, is defeated. She is a captive bound to the chariot of pain. Sorrow has set his foot upon her neck. Sin has mocked her. Turn away thine eyes from Mercy, From poor Mercy. Woo her no more. Cry upon her no more."
Author: Keller Easterling
Publisher: Verso Books
ISBN: 1788739345
Category : Art
Languages : en
Pages : 177
Get Book Here
Book Description
How to Design the World: Working Without Solutions In Medium Design everyone is a designer. But design, in this case, inverts the typical focus on object over its settings to concentrate on the medium—the matrix space between objects, events, and ideological declarations. It disrupts habitual modern approaches to the world’s intractable dilemmas—from climate cataclysm to inequality to concentrations of authoritarian power. In a series of case studies dealing with everything from automation and migration to explosive urban growth and atmospheric changes, Medium Design offers spatial tools for innovation and global decision-making to challenge the authority of more familiar legal or economic approaches. From this perspective, solutions are mistakes and ideologies are unreliable guides. Rather than the modern desire for the new, designers find more sophistication in relationships between emergent and incumbent technologies. Encouraging entanglement, medium design does not try to eliminate problems but rather to put them together in productive combinations. And in the process of reconceptualizing design, Easterling puzzles over bulletproof powers, Stanley Kubrick, ISIS recruits, literary characters, and iconic activists in the hope of outwitting political deadlocks and offering forms of activism for modulating power and temperament in organizations of all kinds.
Author: United States. Department of State
Publisher:
ISBN:
Category : Communism
Languages : en
Pages : 44
Get Book Here
Book Description
Author: Mark Foster Gage
Publisher: Routledge
ISBN: 1351249649
Category : Architecture
Languages : en
Pages : 235
Get Book Here
Book Description
In Designing Social Equality, Mark Foster Gage proposes a dramatic realignment between aesthetic thought, politics, social equality, and the design of our physical world. By reconsidering historic concepts from aesthetic philosophy and weaving them with emerging intellectual positions from a variety of disciplines, he sets out to design a more encompassing social theory for how humanity perceives its very reality, and how it might begin to more justly define that reality through new ways of reconsidering the built environment.
Author: Olga Hess Gankin
Publisher:
ISBN: 9780804703451
Category : History
Languages : en
Pages : 856
Get Book Here
Book Description
Author: Keller Easterling
Publisher: Verso Books
ISBN: 1781687803
Category : Social Science
Languages : en
Pages : 294
Get Book Here
Book Description
Extrastatecraft is the operating system of the modern world: the skyline of Dubai, the subterranean pipes and cables sustaining urban life, free-trade zones, the standardized dimensions of credit cards, and hyper-consumerist shopping malls. It is all this and more. Infrastructure sets the invisible rules that govern the spaces of our everyday lives, making the city the key site of power and resistance in the twenty-first century. Keller Easterling reveals the nexus of emerging governmental and corporate forces buried within the concrete and fiber-optics of our modern habitat. Extrastatecraftwill change how we think about cities-and, perhaps, how we live in them.
Author: Manfredo Tafuri
Publisher: MIT Press (MA)
ISBN: 9780262700399
Category : Architecture
Languages : en
Pages : 383
Get Book Here
Book Description
"Tafuri's work is probably the most innovative and exciting new form of European theory since French poststructuralism and this book is probably the best introduction to it for the newcomer. ..."
Author: Owen Fiss
Publisher: Beacon Press
ISBN: 9780807004371
Category : Political Science
Languages : en
Pages : 124
Get Book Here
Book Description
The acute desire to close American borders to new arrivals, mostly persons of color from developing countries, has surfaced in school board gatherings, town hall meetings, gubernatorial races, even presidential elections. . . . Does America still see itself as the 'land of immigrants'? Why not . . . invest in the survival and progress of all immigrants?--Edwidge Danticat, from the Foreword In this timely book, Owen Fiss examines the paradox of new immigrants being stripped of their rights within a democracy committed to equality. Arguing that it is in the interest of all of us-citizens and citizens-to-be-to live up to the promise of our Constitution, Fiss challenges the courts to invoke the courage they once brought to landmark civil rights cases and to apply it now to preserve a community of equals. Distinguished scholars and activists respond and debate the implications of Fiss's argument. The New Democracy Forum is a series of short paperback originals exploring creative solutions to our most urgent national concerns.
