Bringing AI to edge: From deep learning's perspective
Edge computing and artificial intelligence (AI), especially deep learning algorithms, are
gradually intersecting to build the novel system, namely edge intelligence. However, the …
gradually intersecting to build the novel system, namely edge intelligence. However, the …
Latency-constrained DNN architecture learning for edge systems using zerorized batch normalization
Deep learning applications have been widely adopted on edge devices, to mitigate the
privacy and latency issues of accessing cloud servers. Deciding the number of neurons …
privacy and latency issues of accessing cloud servers. Deciding the number of neurons …
Efficient Deep Learning Infrastructures for Embedded Computing Systems: A Comprehensive Survey and Future Envision
Deep neural networks (DNNs) have recently achieved impressive success across a wide
range of real-world vision and language processing tasks, spanning from image …
range of real-world vision and language processing tasks, spanning from image …
Parameter Space Exploration of Neural Network Inference Using Ferroelectric Tunnel Junctions for Processing-In-Memory
S Hosseinzadeh, S Lancaster… - 2024 27th Euromicro …, 2024 - ieeexplore.ieee.org
This paper explores CMOS-compatible Ferroelectric Tunnel Junctions (FTJs) for Processing-
In-Memory (PIM) to address the 'memory wall'in traditional computing. A novel FTJ noise …
In-Memory (PIM) to address the 'memory wall'in traditional computing. A novel FTJ noise …
Enabling efficient edge intelligence: a hardware-software codesign approach
S Huai - 2023 - dr.ntu.edu.sg
Deep Neural Networks (DNNs) have made significant advancements in various domains,
including computer vision (CV), natural language processing (NLP), etc. With the Internet of …
including computer vision (CV), natural language processing (NLP), etc. With the Internet of …
Adaptive neural networks for edge intelligence
H Kong - 2023 - dr.ntu.edu.sg
Deep neural networks (DNNs) have achieved remarkable results and have become the
mainstay of many applications including autonomous driving and emerging AI-enabled …
mainstay of many applications including autonomous driving and emerging AI-enabled …