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"TensorFlow™ is an open source software library for numerical computation using data flow graphs. Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) communicated between them. The flexible architecture allows you to deploy computation to one or more CPUs or GPUs in a desktop, server, or mobile device with a single API. TensorFlow was originally developed by researchers and engineers working on the Google Brain Team within Google's Machine Intelligence research organization for the purposes of conducting machine learning and deep neural networks research, but the system is general enough to be applicable in a wide variety of other domains as well."

"Storytelling techniques within traditional broadcast media have not made major advances in recent years due to the linear and relatively rigid approach to narrative despite advances in the technology that delivers the content. This research proposes the concept of 'perceptive media' in which the content creators have at their disposal different tools and sensors to allow for the subtle adaption of the narrative without any direct interactions from the audience members. The concept is demonstrated through the creation of a 'perceptive radio' that is able to play specially designed content that adapts to the physical and social context in which the radio resides."

"Storytelling techniques within traditional broadcast media have not made major advances in recent years due to the linear and relatively rigid approach to narrative despite advances in the technology that delivers the content. This research proposes the concept of 'perceptive media' in which the content creators have at their disposal different tools and sensors to allow for the subtle adaption of the narrative without any direct interactions from the audience members. The concept is demonstrated through the creation of a 'perceptive radio' that is able to play specially designed content that adapts to the physical and social context in which the radio resides."

"EmotoCouch is a prototype exploring how furniture could be augmented as part of a smart home. It uses lights, patterns, and haptics to explore possibilities for interactive furniture. Specifically, EmotoCouch was designed to explore how effectively furniture could convey a range of emotions to people around it."

"Ambient Literature is a two-year collaboration between UWE Bristol, Bath Spa University and the University of Birmingham, established to investigate the locational and technological future of the book. Funded through a grant from the Arts and Humanities Research Council, the project is focused on the study of emergent forms of literature that make use of novel technologies and social practices in order to create robust and evocative experiences for readers. "

Apply Magic Sauce is a non-profit academic research project coordinated by the University of Cambridge Psychometrics Centre. The demos and platforms available here are a modest attempt to reverse the trend in Big Data and empower citizens to not only retain control of their data but also derive meaningful insight from it.

This story originally appeared on Contagious I/O, our customisable research platform featuring the world's most innovative, creative and effective campaigns and marketing ideas

Marketing has always been about playing the heartstrings, but don't think Apple's new patent on mood-sensing technology is going to revolutionize the field, says mood-tracking technology researcher Whitney Erin Boesel

"A team of researchers at EPFL have developed a prototype that uses in-car cameras to analyse drivers' facial expressions to detect emotion, in particular irritation."

"A bus stop poster which evolved over time depending on how people responded to it has recently been tested in London. It is part of a wider area of research into how our emotional responses and biometric data could teach advertisers how to target people according to their mood."

"Interactive narrative systems attempt to tell stories to players capable of changing the direction and/or outcome of the story. Despite the growing importance of multiplayer social experiences in games, little research has focused on multiplayer interactive narrative experiences. We performed a preliminary study to determine how human directors design and execute multiplayer interactive story experiences in online and real world environments. Based on our observations, we developed the Multiplayer Storytelling Engine that manages a story world at the individual and group levels. Our flexible story representation enables human authors to naturally model multiplayer narrative experiences. An intelligent execution algorithm detects when the author's story representation fails to account for player behaviors and automatically generates a branch to restore the story to the authors' original intent, thus balancing authorability against robust multiplayer execution."

The following are a broad set of categories and trends that our research identified as "emerging media" as of early 2017

"The BBC wants to make videos that change to suit whoever's watching. It's exploring the idea through a research project called Visual Perceptive Media"

"The company's research arm is experimenting with facial recognition to gauge how audiences react. "

S3A is a major new five-year UK research collaboration between internationally leading experts in 3D audio and visual processing, the BBC and UK industry. The partnership aims to unlock the creative potential of 3D sound to provide immersive experiences to the general public at home or on the move. S3A will pioneer a radical new listener centred approach to 3D sound production that can dynamically adapt to the listeners' environment and location to create a sense of immersion. Current 3D sound systems rely upon fixed loudspeaker arrangements and acoustically treated rooms that are not practical for home use. S3A will change the way audio is produced and delivered to enable practical high-quality 3D sound reproduction based on listener perception.

This is the first book to explore the cognitive science of effortless attention and action. Attention and action are generally understood to require effort, and the expectation is that under normal circumstances effort increases to meet rising demand. Sometimes, however, attention and action seem to flow effortlessly despite high demand. Effortless attention and action have been documented across a range of normal activities-ranging from rock climbing to chess playing-and yet fundamental questions about the cognitive science of effortlessness have gone largely unasked. This book draws from the disciplines of cognitive psychology, neurophysiology, behavioral psychology, genetics, philosophy, and cross-cultural studies. Starting from the premise that the phenomena of effortless attention and action provide an opportunity to test current models of attention and action, leading researchers from around the world examine topics including effort as a cognitive resource, the role of effort in decision-making, the neurophysiology of effortless attention and action, the role of automaticity in effortless action, expert performance in effortless action, and the neurophysiology and benefits of attentional training.

Look at the rise of Podcasting in 2014 onwards

Personality profiles from facebook likes