Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

3. CNNs require a large amount of RAM: Consider a CNN composed of three convolutional layers, each with 3x3 kernels, a stride of 2, and

image text in transcribed

3. CNNs require a large amount of RAM: Consider a CNN composed of three convolutional layers, each with 3x3 kernels, a stride of 2, and SAME padding. The lowest layer outputs 16 feature maps, the middle one outputs 20, and the top one outputs 30. The input images are RGB images of 28x28 pixels. a. What is the total number of parameters in the CNN? b. If we are using 16-bit floats, at least how much RAM will this network require when making a prediction for a single instance? c. If we are using 16-bit floats, at least how much RAM will this network require when training on a mini-batch of 50 images! 3. CNNs require a large amount of RAM: Consider a CNN composed of three convolutional layers, each with 3x3 kernels, a stride of 2, and SAME padding. The lowest layer outputs 16 feature maps, the middle one outputs 20, and the top one outputs 30. The input images are RGB images of 28x28 pixels. a. What is the total number of parameters in the CNN? b. If we are using 16-bit floats, at least how much RAM will this network require when making a prediction for a single instance? c. If we are using 16-bit floats, at least how much RAM will this network require when training on a mini-batch of 50 images

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Database Programming Languages 12th International Symposium Dbpl 2009 Lyon France August 2009 Proceedings Lncs 5708

Authors: Philippa Gardner ,Floris Geerts

2009th Edition

3642037925, 978-3642037924

More Books

Students also viewed these Databases questions

Question

how would you have done things differently?

Answered: 1 week ago