Archives for MIT CSAIL
In liquid neural networks, the parameters change over time, based on the results of a nested set of differential equations, which essentially means it understands new tasks by itself, and thus does not require vast amounts of training.
The post Can LNNs Replace Transformers? appeared first on Analytics India Magazine.
Bigger is Not Always Better
The debate about making language models larger or smaller never ends. It probably should now.
The post Bigger is Not Always Better appeared first on Analytics India Magazine.
“Neural networks are really good at knowing the right answer 99% of the time. But 99% won’t cut it when lives are on the line.” Deep neural networks are good at recognising patterns in large, complex datasets to aid in decision-making. But can we trust them to be correct all the time? The successes are…
The post To Err Is AI, Too: Researchers Have Built Neural Networks That Tell When They Make A Mistake appeared first on Analytics India Magazine.
“Neural networks are really good at knowing the right answer 99% of the time. But 99% won’t cut it when lives are on the line.” Deep neural networks are good at recognising patterns in large, complex datasets to aid in decision-making. But can we trust them to be correct all the time? The successes are…
The post To Err Is AI, Too: Researchers Have Built Neural Networks That Tell When They Make A Mistake appeared first on Analytics India Magazine.
“Ridesharing apps usually store information about where users are going, like frequent destinations, how long they stay there, and origins of trips.” All your favourite apps work the way they do because they rely heavily on personalisation. Algorithms devour the data that users provide and leverage the behavioural patterns of users to offer ‘5-star’ experience.…
The post Booked: Should You Allow Cab Services To Use Your Data appeared first on Analytics India Magazine.
To facilitate learning and the efficient usage of cerebral resources, we humans have incorporated the strategy of making connections between abstract concepts. If you have the knowledge of an apple being red, you won’t wonder what a red rose is. These associations though look trivial, they are the product of millions of years of evolution…
The post What Is Visual Concept-Metaconcept Learning appeared first on Analytics India Magazine.
Developed at MIT’s Computer Science and Artificial Intelligence Laboratory, new system uses a patient’s ECG signal to estimate potential for cardiovascular death. Humans are inherently risk-averse: we spend our days calculating routes and routines, taking precautionary measures to avoid disease, danger, and despair. Still, our measures for controlling the inner-workings of our biology can be…
The post MIT Develops Machine Learning System To Estimate Risk Of Cardiovascular Death appeared first on Analytics India Magazine.
These days, nearly all AI-based products in our lives rely on “deep neural networks” that automatically learn to process labeled data. For most organisations and individuals, though, deep learning is tough to break into. To learn well, neural networks normally have to be quite large and need massive datasets. This training process usually requires multiple…
The post MIT’s AI Plot Twist: Neural Nets Can Work Just As Well Even If They’re 10x Smaller appeared first on Analytics India Magazine.