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Sensors | Free Full-Text | Quantization and Deployment of Deep Neural Networks on Microcontrollers

Embedding Artificial Intelligence onto low-power devices is a challenging task that has been partly overcome with recent advances in machine learning and hardware design. Presently, deep neural networks can be deployed on embedded targets to perform different tasks such as speech recognition, object detection or Human Activity Recognition. However, there is still room for optimization of deep neural networks onto embedded devices. These optimizations mainly address power consumption, memory and real-time constraints, but also an easier deployment at the edge. Moreover, there is still a need for a better understanding of what can be achieved for different use cases. This work focuses on quantization and deployment of deep neural networks onto low-power 32-bit microcontrollers. The quantization methods, relevant in the context of an embedded execution onto a microcontroller, are first outlined. Then, a new framework for end-to-end deep neural networks training, quantization and deploymen ....

Ambiq Apollo , Quantization Of Deep Neural Networks , Deployment Of Quantized Neural Network , Neural Network , Neural Networks , Human Activity Recognition , Floating Point Unit , Tensorflow Lite , Sparkfun Edge , Embedded Execution , Quantized Neural , Statistics Aware Weight Binning , Learned Step Size Quantization , Differentiable Quantization , Deep Neural Networks , Gaussian Mixture Models , Instruction Set Architecture , Rectified Linear Unit , Deep Neural , Fixed Point Quantization , Per Filter Scale , Quantization Aware Training , Flow Lite , நரம்பியல் வலைப்பின்னல் , நரம்பியல் நெட்வொர்க்குகள் , மனிதன் நடவடிக்கை அங்கீகாரம் ,

EnableX.io empowers new age recruiters to win the talent war with an AI-powered solution


EnableX.io empowers new age recruiters to win the talent war with an AI-powered solution
ANI |
Updated: May 20, 2021 19:25 IST
New Delhi, (Delhi), [India], May 20 (ANI/NewsVoir): EnableX.io, Asia s leading cloud communications platform provider, aims to revolutionise the recruitment industry with its Face Analysis and Emotion Recognition AI solution - FaceAI. With FaceAI, EnableX allows recruiters to drastically improve the interview process, reduce time-to-hire, and make more informed and data-driven hiring decisions. At the same time, it mitigates unconscious biases and stereotypes in hiring, thereby providing a level playing field for the candidates.
The solution, paired with live video, enables recruiters to understand the emotional state of the candidate by detecting over 130 facial expressions and features using Deep Neural Networks. FaceAI has the potential to identify the 7 basic emotions that include anger, disgust, fe ....

New Delhi , Pankaj Gupta , Neural Networks , Face Analysis , Emotion Recognition , Deep Neural , Arousal Valence , Live Video , Application Tracking Systems , Affective Computing , Enablex Faceai , Pankaj Gupta , Ommunications Platform Provider , புதியது டெல்ஹி , பங்கஜ் குப்தா , நரம்பியல் நெட்வொர்க்குகள் , உணர்ச்சி அங்கீகாரம் , ஆழமான நரம்பியல் , வாழ காணொளி , விண்ணப்பம் கண்காணிப்பு அமைப்புகள் , உவ்ர்ச்சி சார்ந்த கணினி ,