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CPS 271 - Machine Learning Homework Due 10/15/09 Note: Please see additional comments about homework policies at the end of this document. 1 Neural Network Representation Power Show that a neural.

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Disadvantage: Sigmoid: tend to vanish gradient (cause there is a mechanism to reduce the gradient as "a" increase, where "a" is the input of a sigmoid function. Gradient of Sigmoid: S′(a)=S(a)(1−S(a)).

The sigmoid function's ability to transform any real number to one between 0 and 1 is advantageous in data science and many other fields such as: In deep learning as a non-linear activation function within neurons in artificial neural networks to allows the network to learn non-linear relationships between the data.

Sigmoid is used for binary classification methods where we only have 2 classes, while SoftMax applies to multiclass problems. In fact, the SoftMax function is an extension of the Sigmoid function.

Disadvantages: It can produce output values close to 0 or 1, which can cause problems with the optimization algorithm. The gradient of the sigmoid function becomes very small near the output values of 0 or 1, which makes it difficult for the optimization algorithm to adjust the weights and biases of the neurons.

Is it because: The sigmoid has a range of between zero and 1 which is worse for CNN's than 0 to infinity.

Specifically, you learned: The sigmoid and hyperbolic tangent activation functions cannot be used in networks with many layers due to the vanishing gradient problem. The rectified linear activation function overcomes the vanishing gradient problem, allowing models to learn faster and perform better.

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Form Packages
Adoption
Bankruptcy
Contractors
Divorce
Home Sales
Employment
Identity Theft
Incorporation
Landlord Tenant
Living Trust
Name Change
Personal Planning
Small Business
Wills & Estates
Packages A-Z
Form Categories
Affidavits
Bankruptcy
Bill of Sale
Corporate - LLC
Divorce
Employment
Identity Theft
Internet Technology
Landlord Tenant
Living Wills
Name Change
Power of Attorney
Real Estate
Small Estates
Wills
All Forms
Forms A-Z
Form Library
Customer Service
Terms of Service
DMCA Policy
About Us
Blog
Affiliates
Contact Us
Privacy Notice
Delete My Account
Site Map
All Forms
Search all Forms
Industries
Forms in Spanish
Localized Forms
Legal Guides
Real Estate Handbook
All Guides
Prepared for You
Notarize
Incorporation services
Our Customers
For Consumers
For Small Business
For Attorneys
Our Sites
US Legal Forms
USLegal
FormsPass
pdfFiller
signNow
airSlate workflows
DocHub
Instapage
Social Media
Call us now toll free:
1-877-389-0141
As seen in:
  • USA Today logo picture
  • CBC News logo picture
  • LA Times logo picture
  • The Washington Post logo picture
  • AP logo picture
  • Forbes logo picture
© Copyright 1997-2025
airSlate Legal Forms, Inc.
3720 Flowood Dr, Flowood, Mississippi 39232