FPGA-based accelerators Archives

Enhancing Energy-Efficient Neural Networks with Sparse CNN Architecture

Neural and Evolutionary Computing CNN SCNN Accelerator

In the ever-evolving landscape of machine learning, Convolutional Neural Networks (CNNs) stand out as pivotal technologies, affecting a myriad of applications from autonomous vehicles to smart assistants. However, to fully harness the power of CNNs, especially within the constraints of… Continue Reading →

Increasing Efficiency in Convolutional Neural Networks with Resource Partitioning

Hardware Architecture machine learning FPGA-based accelerators CNN

Convolutional neural networks (CNNs) have emerged as a powerful tool in machine learning, revolutionizing various domains such as image and speech recognition. However, implementing CNNs comes with significant computational challenges, requiring substantial processing power and energy consumption. To address these… Continue Reading →

October 22, 2023 0

Tag FPGA-based accelerators

Enhancing Energy-Efficient Neural Networks with Sparse CNN Architecture

Increasing Efficiency in Convolutional Neural Networks with Resource Partitioning

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