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A Review Paper on Machine Learning Applications, Advantages, and Techniques

Authors :
Neelam Dahiya
Sheifali Gupta
Sartajvir Singh
Source :
ECS Transactions. 107:6137-6150
Publication Year :
2022
Publisher :
The Electrochemical Society, 2022.

Abstract

With the enlightenment of knowledge and the inception of databases in large number, how to fetch the important information from the raw data is the major problem which is needed to be solved. Machine learning is a technique which is helpful in solving this issue with more accuracy and in a faster way. Machine learning working process is to train the data and the algorithm develops some rules, based on that learning, evaluation is done with the test data to generate results without human intervention. This paper portrays the various application areas of machine learning, along with its advantages and drawbacks. This paper also describes the various supervised and unsupervised algorithms with their categories, which are used to solve various problems. This paper will help the researcher in finding various application areas of machine learning and also help the researcher in selection of particular techniques according to the situation. Moreover, the researcher can also learn the detailed knowledge about machine learning. This work can be extended further with comparison of machine learning and deep learning techniques. This area has vast scope and is helpful for the researcher in detection of various crop problems, and disease detection like cancer detection, skin problems, etc.

Details

ISSN :
19386737 and 19385862
Volume :
107
Database :
OpenAIRE
Journal :
ECS Transactions
Accession number :
edsair.doi...........2e8f70e0792760710b64ea59cc0b9244
Full Text :
https://doi.org/10.1149/10701.6137ecst