Suppose we have the following CNN network: Input (225X225X3) ---> 5X5-filter (512-filters),Stride- 2,padding-2 ---> 3X3-max-pooling,stride-1 ---> 3X3-filter (256-filters),Stride-2 ---> 2X2-max- pooling,stride-2 --->3X3-filter (128-filters),Stride-2,padding-0 --> 2X2 max-pooling,stride-2 ---> Fully
Suppose we have the following CNN network: Input (225X225X3) ---> 5X5-filter (512-filters),Stride- 2,padding-2 ---> 3X3-max-pooling,stride-1 ---> 3X3-filter (256-filters),Stride-2 ---> 2X2-max- pooling,stride-2 --->3X3-filter (128-filters),Stride-2,padding-0 --> 2X2 max-pooling,stride-2 ---> Fully
Chapter9: Computer Networks
Section: Chapter Questions
Problem 3VE
Related questions
Question

Transcribed Image Text:Suppose we have the following CNN network: Input (225X225X3) ---> 5X5-filter (512-filters),Stride-
2,padding-2 ---> 3X3-max-pooling,stride-1 ---> 3X3-filter (256-filters),Stride-2 ---> 2X2-max-
pooling,stride-2 --->3X3-filter (128-filters),Stride-2,padding-0 --> 2X2 max-pooling,stride-2 ---> Fully
Connected with 512 neurons ---> Fully Connected with 512 neurons ---> Fully Connected with 10 neurons.
How many parameters do the Gradient-descent algorithm need to learn for this network? You may omit
the bias values from your calculations.
Expert Solution

This question has been solved!
Explore an expertly crafted, step-by-step solution for a thorough understanding of key concepts.
This is a popular solution!
Trending now
This is a popular solution!
Step by step
Solved in 2 steps

Knowledge Booster
Learn more about
Need a deep-dive on the concept behind this application? Look no further. Learn more about this topic, computer-science and related others by exploring similar questions and additional content below.Recommended textbooks for you

Systems Architecture
Computer Science
ISBN:
9781305080195
Author:
Stephen D. Burd
Publisher:
Cengage Learning
Np Ms Office 365/Excel 2016 I Ntermed
Computer Science
ISBN:
9781337508841
Author:
Carey
Publisher:
Cengage

New Perspectives on HTML5, CSS3, and JavaScript
Computer Science
ISBN:
9781305503922
Author:
Patrick M. Carey
Publisher:
Cengage Learning

Systems Architecture
Computer Science
ISBN:
9781305080195
Author:
Stephen D. Burd
Publisher:
Cengage Learning
Np Ms Office 365/Excel 2016 I Ntermed
Computer Science
ISBN:
9781337508841
Author:
Carey
Publisher:
Cengage

New Perspectives on HTML5, CSS3, and JavaScript
Computer Science
ISBN:
9781305503922
Author:
Patrick M. Carey
Publisher:
Cengage Learning

Operations Research : Applications and Algorithms
Computer Science
ISBN:
9780534380588
Author:
Wayne L. Winston
Publisher:
Brooks Cole

Enhanced Discovering Computers 2017 (Shelly Cashm…
Computer Science
ISBN:
9781305657458
Author:
Misty E. Vermaat, Susan L. Sebok, Steven M. Freund, Mark Frydenberg, Jennifer T. Campbell
Publisher:
Cengage Learning