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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. Key
Features * Active Learning to sample the right data for humans to
annotate * Annotation strategies to provide the optimal interface
for human feedback * Supervised machine learning design and query
strategies to support Human-in-the-Loop systems * Advanced Adaptive
Learning approaches * Real-world use cases from well-known data
scientists For software developers and data scientists with some
basic Machine Learning experience. About the technology
"Human-in-the-Loop machine learning" refers to the need for human
interaction with machine learning systems to improve human
performance, machine performance, or both. Ongoing human
involvement with the right interfaces expedites the efficient
labeling of tricky or novel data that a machine can't process,
reducing the potential for data-related errors. Robert Munro has
built Annotation, Active Learning, and machine learning systems
with machine learning-focused startups and with larger companies
including Amazon, Google, IBM, and most major phone manufacturers.
If you speak to your phone, if your car parks itself, if your music
is tailored to your taste, or if your news articles are recommended
for you, then there is a good chance that Robert contributed to
this experience. 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.
Intercultural Screen Adaptation offers a wide-ranging examination
of how film and television adaptations (and non-adaptations)
interact with the cultural, social and political environments of
their national, transnational and post-national contexts. With
screen adaptations examined from across Britain, Europe, South
America and Asia, this book tests how examining the processes of
adaptation across and within national frameworks challenges
traditional debates around the concept of nation in film, media and
cultural studies. With case studies of films such as Under the Skin
(2013) and T2: Trainspotting (2017), as well as TV adaptations like
War and Peace (2016) and Narcos (2015 - 2017), Intercultural Screen
Adaptation offers readers an invigorating look at adaptations from
a variety of critical perspectives, incorporating the uses of
landscape, nostalgia and translation.
Intercultural Screen Adaptation offers a wide-ranging examination
of how film and television adaptations (and non-adaptations)
interact with the cultural, social and political environments of
their national, transnational and post-national contexts. With
screen adaptations examined from across Britain, Europe, South
America and Asia, this book tests how examining the processes of
adaptation across and within national frameworks challenges
traditional debates around the concept of nation in film, media and
cultural studies. With case studies of films such as Under the Skin
(2013) and T2: Trainspotting (2017), as well as TV adaptations like
War and Peace (2016) and Narcos (2015 - 2017), Intercultural Screen
Adaptation offers readers an invigorating look at adaptations from
a variety of critical perspectives, incorporating the uses of
landscape, nostalgia and translation.
Contains The World To Come Or Visions Of Heaven And Hell.
Contains The World To Come Or Visions Of Heaven And Hell.
Title: Rambles and Studies in Bosnia-Herzegovina and Dalmatia. With
an account of the proceedings of the Congress of Arch ologists and
Anthropologists held in Sarajevo, August 1894. With
illustrations.]Publisher: British Library, Historical Print
EditionsThe British Library is the national library of the United
Kingdom. It is one of the world's largest research libraries
holding over 150 million items in all known languages and formats:
books, journals, newspapers, sound recordings, patents, maps,
stamps, prints and much more. Its collections include around 14
million books, along with substantial additional collections of
manuscripts and historical items dating back as far as 300 BC.The
GENERAL HISTORICAL collection includes books from the British
Library digitised by Microsoft. This varied collection includes
material that gives readers a 19th century view of the world.
Topics include health, education, economics, agriculture,
environment, technology, culture, politics, labour and industry,
mining, penal policy, and social order. ++++The below data was
compiled from various identification fields in the bibliographic
record of this title. This data is provided as an additional tool
in helping to insure edition identification: ++++ British Library
Munro, Robert; 1895. xx. 395 p.; 8 . 10126.eee.1.
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