Interestingly, previous studies have found different procedures, such as transcranial direct current stimulation, to improve motor skill learning through augmentation of synaptic plasticity that requires BDNF-secretion [ 46].
Mar 2019 Check out a new strategy to learn data augmentation for one-shot medical image segmentation, led by Amy Zhao.
Effective layered architectures such as in brains and organisms seamlessly integrate high level goal and decision making and planning with fast lower level sensing, reflex, and action and facilitate learning, adaptation, augmentation (tools), and teamwork, while maintaining internal homeostasis.
To deal with the inadequacy of training samples during learning, we introduce a data augmentation scheme which is very efficient due to its origin at cropping across videos.
That being said, anytime one of these traditional systems needs to interact with a human, there is an opportunity for machine-learning based augmentation.
Also the different types of provided feedback lead to an augmentation and a strengthening of learning mechanisms: auditory feedback [ 19], visual feedback, scores, performances, and bandwidth feedbacks [ 19, 20].
Neural implants could accomplish things no external interface could: Virtual and augmented reality with all five senses; augmentation of human memory, attention, and learning speed; even multi-sense telepathy – sharing what we see, hear, touch, and even perhaps what we think and feel with others.
In contrast, CNN is well designed for learning deep networks, and it also uses data augmentation to increase the training set.
Several years ago, Andrew Hofer of Ossining, head of a 140-member home-schooling group in Westchester, chose to transfer his son Dustin, then in fourth grade, to the public school system after learning of a special services program that would provide reading augmentation.
PAL (Personalized Active Learner) is a wearable system with on-device machine learning to help users with real-time, personalized, and context-aware memory augmentation, language learning, and self-awareness.
The tools that are being developed for mining and learning from hundreds of terabytes of multimedia data offer the potential for breaking open new opportunities for a broad range of areas - from security to personal memory augmentation.
