Discuss the suitability of the decision tree

Assignment Help Electrical Engineering

Reference no: EM131266105

A prediction model is going to be built for in-line quality assurance in a factory that manufactures electronic components for the automotive industry. The system will be integrated into the factory's production line and determine whether components are of an acceptable quality standard based on a set of test results. The prediction subject is a component, and the descriptive features are a set of characteristics of the component that can be gathered on the production line. The target feature is binary and labels components as good or bad. It is extremely important that the system not in any way slow the production line and that the possibility of defective components being passed by the system be minimized as much as possible. Furthermore, when the system makes a mistake, it is desirable that the system can be retrained immediately using the instance that generated the mistake. When mistakes are made, it would be useful for the production line operators to be able to query the model to understand why it made the prediction that led to a mistake. A large set of historical labeled data is available for training the system.

a. Discuss the different issues that should be taken into account when evaluating the suitability of different machine learning approaches for use in this system.

b. For this task, discuss the suitability of the decision tree, k nearest neighbor, naive Bayes, and logistic regression models. Which one do you think would be most appropriate?

Reference no: EM131266105

Questions Cloud

Discuss the nfls current strategy for global market entry : Discuss the NFL's current strategy for global market entry. How has this strategy changed and why did the NFL make these changes?

Specify at least three approaches for marketing its value : Specify at least three approaches for marketing IT's value. Propose method for implementing each approach within an organization. Provide one example of each approach to support your answer.

Produce a java desktop application : SOFT251: Object Oriented Programming Assignment. You are required to produce a Java desktop application OR a Java web application that meets the universities requirement specification given in the problem statement of this assignment. This applicat..

Effect upon a competitive firm output of a tax : Compare the effect upon a competitive firm's output of a tax of $1 per unit upon output versus a license fee of $200 payable each year regardless of output. Please Clarify.

Discuss the suitability of the decision tree : For this task, discuss the suitability of the decision tree, k nearest neighbor, naive Bayes, and logistic regression models. Which one do you think would be most appropriate?

Create database schema that supports the companys processes : Create a database schema that supports the company's business and processes. Create database tables with appropriate field-naming conventions. Then, identify primary keys and foreign keys.

Calculate total reluctance of the magnetic circuit : A steel ring has a mean diameter of 20 cm, a cross-section of 25 cm2 and a radial air-gap of 0.8 mm cut across it. When excited by a current of 1 A through a coil of 1000 turns wound on the ring core, it produces an airgap flux of 1 m Wb.

Quote from the tregoe and spitzer article : To quote from the Tregoe and Spitzer article, "Management fads come and go, initiatives change, market and economic pressures rise and fall, but cost management must be a way of life".

Find the relative permeability of the medium : A current of 0.5 A in the coil produces an air-gap flux of 0.35 mWb. Find the relative permeability of the medium.

User Account

All Pages