Draw a decision boundary

Assignment Help Other Subject
Reference no: EM133076410

DSC-550 Neural Networks and Deep Learning - Grand Canyon University

Project: In this assignment, the learning rule for perceptron is examined as an example of proper network behavior. The notions of gradient descent and stochastic gradient descent are emphasized, as well as post-training and the implication of fitting a model to a training data set. Overfitting is addressed and the tradeoff of bias as compared to variance is also discussed.

Consider a single-neuron perceptron with a hard limit transfer function (hardlim).

436_hardlim transfer function.jpg

The hardlim transfer function is defined as:

a = hardlim (n) = { 1 if n ≥ 0; 0 otherwise }

Using the single-neuron perceptron, solve the three simple classification problems (a), (b), and (c), shown in the figure below:

2047_hardlim transfer function1.jpg

1. Draw a decision boundary.

2. Find the weight and bias values that result in a single-neuron perceptron with the chosen decision boundaries. Observe the fitting model data to a training data set.

3. How would you find the variance for this problem case?

4. Check your solution (post-training data) against the original points.

5. Use Python and the corresponding libraries to automate the testing process, and to try new points.

Attachment:- Neural Networks and Deep Learning.rar

Reference no: EM133076410

Questions Cloud

Networking is vital way to market yourself : Networking is a vital way to market yourself. Online networking is an accessible way to make connections with people in any field.
Project management and Agile in terms of COST : What is the difference between Project management and Agile in terms of COST, FEATURES and SCHEDULE? Explain the concept of "FailFast".
Organ leader and decision making : Students are provided with strong educational programs and courses that allow them to be servant-leaders in their disciplines and communities,
Saas computing and impact on the workplace : Topic is Saas Computing and its impact on the workplace. What are the major contributions of this project to your organization?
Draw a decision boundary : Draw a decision boundary - Find the weight and bias values that result in a single-neuron perceptron with the chosen decision boundaries.
What amount of initial transaction allocated to revenue : Determine what amount of the initial transaction price will be allocated to revenue for the equipment sales and training performance obligation
Provide a differential analysis for further processing : The additional processing cost to complete the finished desk is $6.00. Provide a differential analysis for further processing
What is the cost savings for continuing to make component : An outside provider of this component has offered to sell Lockrite the component for $34. What is the cost savings for continuing to make the component
Determine the differential income or loss : Crane Company Division B recorded sales of $76,800, variable cost of goods sold of $56,400, Determine the differential income or loss from the sales

Reviews

Write a Review

Other Subject Questions & Answers

  Cross-cultural opportunities and conflicts in canada

Short Paper on Cross-cultural Opportunities and Conflicts in Canada.

  Sociology theory questions

Sociology are very fundamental in nature. Role strain and role constraint speak about the duties and responsibilities of the roles of people in society or in a group. A short theory about Darwin and Moths is also answered.

  A book review on unfaithful angels

This review will help the reader understand the social work profession through different concepts giving the glimpse of why the social work profession might have drifted away from its original purpose of serving the poor.

  Disorder paper: schizophrenia

Schizophrenia does not really have just one single cause. It is a possibility that this disorder could be inherited but not all doctors are sure.

  Individual assignment: two models handout and rubric

Individual Assignment : Two Models Handout and Rubric,    This paper will allow you to understand and evaluate two vastly different organizational models and to effectively communicate their differences.

  Developing strategic intent for toyota

The following report includes the description about the organization, its strategies, industry analysis in which it operates and its position in the industry.

  Gasoline powered passenger vehicles

In this study, we examine how gasoline price volatility and income of the consumers impacts consumer's demand for gasoline.

  An aspect of poverty in canada

Economics thesis undergrad 4th year paper to write. it should be about 22 pages in length, literature review, economic analysis and then data or cost benefit analysis.

  Ngn customer satisfaction qos indicator for 3g services

The paper aims to highlight the global trends in countries and regions where 3G has already been introduced and propose an implementation plan to the telecom operators of developing countries.

  Prepare a power point presentation

Prepare the power point presentation for the case: Santa Fe Independent School District

  Information literacy is important in this environment

Information literacy is critically important in this contemporary environment

  Associative property of multiplication

Write a definition for associative property of multiplication.

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd