How Long to Read Neural Networks with Model Compression

How Long Does it Take to Read Neural Networks with Model Compression?

It takes the average reader to read Neural Networks with Model Compression by Baochang Zhang

Assuming a reading speed of 250 words per minute. Learn more

Description

Deep learning has achieved impressive results in image classification, computer vision and natural language processing. To achieve better performance, deeper and wider networks have been designed, which increase the demand for computational resources. The number of floating-point operations (FLOPs) has increased dramatically with larger networks, and this has become an obstacle for convolutional neural networks (CNNs) being developed for mobile and embedded devices. In this context, our book will focus on CNN compression and acceleration, which are important for the research community. We will describe numerous methods, including parameter quantization, network pruning, low-rank decomposition and knowledge distillation. More recently, to reduce the burden of handcrafted architecture design, neural architecture search (NAS) has been used to automatically build neural networks by searching over a vast architecture space. Our book will also introduce NAS due to its superiority and state-of-the-art performance in various applications, such as image classification and object detection. We also describe extensive applications of compressed deep models on image classification, speech recognition, object detection and tracking. These topics can help researchers better understand the usefulness and the potential of network compression on practical applications. Moreover, interested readers should have basic knowledge about machine learning and deep learning to better understand the methods described in this book.

How long is Neural Networks with Model Compression?

Neural Networks with Model Compression by Baochang Zhang is 0 pages long, and a total of 0 words.

This makes it 0% the length of the average book. It also has 0% more words than the average book.

How Long Does it Take to Read Neural Networks with Model Compression Aloud?

The average oral reading speed is 183 words per minute. This means it takes to read Neural Networks with Model Compression aloud.

What Reading Level is Neural Networks with Model Compression?

Neural Networks with Model Compression is suitable for students ages 2 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Neural Networks with Model Compression?

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