Constructing Transformers For Longer Sequences with Sparse Attention Methods
"We show that carefully designed sparse attention can be as expressive and flexible as the original full attention model. Along with theoretical guarantees, we provide a very efficient implementation which allows us to scale to much longer inputs. As a consequence, we achieve state-of-the-art results...
Source: googleblog.com
Using Markov chain model to evaluate medical students’ trajectory on progress tests and predict USMLE step 1 scores---a
Background Medical students must meet curricular expectations and pass national licensing examinations to become physicians. However, no previous studies explicitly modeled stages of medical students acquiring basic science knowledge. In this study, we employed an innovative statistical model to characterize...
Source: biomedcentral.com
Rashomon approach to medical education.
"The Rashomon approach was named after the 1950 film, Rashomon. In this film, a single event, a homicide is described from the different perspectives of the characters. In the Rashomon approach, teachers, like film directors, need to fully understand the big pictures so that they can engage characters = students...
Source: biomedcentral.com
Micro-credientials - the toy model and other perspectives.
25 Years of EdTech: 2019 – Micro-credentials.
"... micro-credentials represent the latest chapter in the attempt to make the shape of higher education more amorphous and flexible. In this, I am in favour of them, because if you want education to be inclusive and diverse then it needs to come in...
Source: edtechie.net
Beyond the Quality Illusion: The Learning Era : Academic Medicine: Jur Koksma and Jan Kremer.
Beyond the Quality Illusion: The Learning Era : Academic Medicine: Jur Koksma and Jan Kremer. The authors recommend, for the path forward, a “travel kit” of 10 crucial elements—compassion, deliberation, flexible goals, ownership, the engagement of patients, the inclusion of payers, the involvement...
Source: lww.com
Models of online & flexible learning - The Ed Techie An outline of the work done to develop conceptual models and current
Models of online & flexible learning - The Ed Techie An outline of the work done to develop conceptual models and current practice of how higher education institutions provide content, its delivery, and how the learner's work is recognised across the dimensions of openness and digitalisation - a...
Source: edtechie.net
Soft Robotic Exosuit Can Help Stroke Patients: Improvements seen within minutes of powering up the device. "Walsh and his
Soft Robotic Exosuit Can Help Stroke Patients: Improvements seen within minutes of powering up the device. "Walsh and his colleagues sought to develop a flexible lightweight wearable robot to support a weakened leg's residual ability to move. “By providing a small amount of assistance, our soft exosuit...
Source: ieee.org
These Smart Glasses Automatically Adjust to Your Eyes: Flexible lenses and piezoelectric pistons in these smart glasses
These Smart Glasses Automatically Adjust to Your Eyes: Flexible lenses and piezoelectric pistons in these smart glasses keep the world in focus
Source: ieee.org
Brain Computation Is Organized via Power-of-Two-Based Permutation Logic: There is considerable scientific interest in understanding
Brain Computation Is Organized via Power-of-Two-Based Permutation Logic: There is considerable scientific interest in understanding how cell assemblies - the long-presumed computational motif - are organized so that the brain can generate cognitive behavior. The Theory of Connectivity proposes that...
Source: frontiersin.org
It’s Time to Rethink America’s Corn System: As a crop, corn is highly productive, flexible and successful. As a system,
It’s Time to Rethink America’s Corn System: As a crop, corn is highly productive, flexible and successful. As a system, the same is not true.
Source: ensia.com
Solar cells as light as a soap bubble: Ultrathin, flexible photovoltaic cells from MIT research could find many new uses.
Solar cells as light as a soap bubble: Ultrathin, flexible photovoltaic cells from MIT research could find many new uses. David L. Chandler | MIT News Office.
Source: mit.edu
Flexible Sensors Measure Blood Flow Under the Skin: A flexible skin device capable of track ing blood flow could monitor
Flexible Sensors Measure Blood Flow Under the Skin: A flexible skin device capable of track ing blood flow could monitor the health of patients around the clock
Source: ieee.org
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