Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Task 1 For this task, download data_Perceptron.txt from Blackboard. This is a simple data set that contains 1000 entries with 2 features and corresponding class

image text in transcribed

Task 1 For this task, download data_Perceptron.txt from Blackboard. This is a simple data set that contains 1000 entries with 2 features and corresponding class labels ( 0 or 1 ) for each entry. Snapshot of data (first two columns are features, and last column is the class label). Apply the Perceptron algorithm to obtain a linear classifier and plot the results. - Is the data linearly separable? Justify your answer. - If linearly inseparable, what is the percentage of misclassified points using your linear classifier?? Use the Python script for this task, but it needs to be modified. You can load the data as follows: \[ \begin{array}{l} \text { DATA }=n p . \text { loadtxt }(\text { "data_Perceptron.txt" }) \\ X=\text { DATA }[:, 0: 2] \\ Y=\text { DATA }[:, 2] \end{array} \] Tip: compute the total number of misclassified points (classified as 0 where it should be 1 , or classified as 1 where it should be zero), and then divide by total number of points (i.e. 1000)

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

Advances In Spatial And Temporal Databases 8th International Symposium Sstd 2003 Santorini Island Greece July 2003 Proceedings Lncs 2750

Authors: Thanasis Hadzilacos ,Yannis Manolopoulos ,John F. Roddick ,Yannis Theodoridis

2003rd Edition

3540405356, 978-3540405351

More Books

Students also viewed these Databases questions

Question

Wieso hebt die Neoklassik die Bedeutung des Marktpreises hervor

Answered: 1 week ago

Question

What attracts you about this role?

Answered: 1 week ago

Question

How many states in India?

Answered: 1 week ago

Question

HOW IS MARKETING CHANGING WITH ARTIFITIAL INTELIGENCE

Answered: 1 week ago

Question

Different types of Grading?

Answered: 1 week ago