Write program to apply machine learning classification model

Assignment Help Computer Engineering

Reference no: EM132704341

Assignment: Apply Machine Learning Classification Models to Iris Flowers Dataset

Write a program to apply Machine Learning classification models to Iris flowers dataset. Follow the steps:

1. Download the iris.csv file. From this file the label (target) is defined with the ‘variety' column and the features with ‘epal.length', ‘sepal.width', ‘petal.length', ‘petal.width' columns.

2. Preprocess the iris.csv file by label encoding the target ‘variety' column.

3. Apply the following Machine Learning classification models: K Nearest Neighbors and Random Forests

4. Calculate the following classification metrics to validate the model: Accuracy Score, Confusion Matrix and Classification Report

5. Explain how the program works and compare these two classification models

Requirements:

• Maximum four to five pages in length is required.

• You must include program code and results.

• You must include an explanation about how the program works.

• You must show your work for full credit.

• You must include a minimum of three credible sources. Use the Saudi Electronic Digital Library to find your resources.

• Your paper must follow Saudi Electronic University academic writing standards and APA style guidelines, as appropriate.

Reference no: EM132704341

Questions Cloud

How much can kerry claim as a casualty : Kerry has $30,000 of adjusted gross income. How much can Kerry claim as a casualty loss on her tax return? Please explain

Compute which would not be considered an intangible asset : Which would not be considered an intangible asset? Which a current liability is a debt that can reasonably expected to be repaid?

Apply psychodynamic and narrative approaches : Apply psychodynamic and narrative approaches to analyze a member of the Campbell family (from the Campbell Family Case Study)

Campbell family case study interactive media activity : Use the PCS analysis framework to identify areas that affect the Campbell family as presented in the Campbell Family Case Study interactive media activity

Write program to apply machine learning classification model : Write a program to apply Machine Learning classification models to Iris flowers dataset. Follow the steps: Download the iris.csv file. From this file the label.

Demonstrate how the course research has connected : At UC, it is a priority that students are provided with strong educational programs and courses that allow them to be servant-leaders in their disciplines and.

Apply a theoretical perspective from social work : Apply a theoretical perspective from social work and a leadership style (as examples, leadership styles might include transformational, transactional, Laissez

Discuss the limitations of the data and the model : Discuss if your first and last name are included in the context of the model. Discuss the limitations of the data, the model, and the analysis.

Calculate the amount of his theft loss deduction : Assuming Carey had no insurance coverage on the bracelet and his adjusted gross income for 2018 is $45,000, calculate the amount of his theft loss deduction

User Account

All Pages