A Brief Review on Machine Learning and Its Various Techniques
Journal Title: International Journal of Innovative Research in Computer Science and Technology - Year 2021, Vol 9, Issue 6
Abstract
The word "learning" in ML (Machine Learning) refers to the process through which computers analyze current data and learn new skills and knowledge from it. ML systems use algorithms to look for patterns in datasets that include unstructured and structured data, numerical and textual data, and even rich media like pictures, audio, and video. Because ML algorithms are computationally intensive, they need specialized infrastructure in order to operate at large sizes. The three fundamental kinds of ML are supervised ML, unsupervised ML, and reinforcement ML, which are discussed in this article. The supervised learning method is described, and it demonstrates how to utilize supervised ML by splitting data into training and testing, and how training all prior data aids in the discovery of the predictor. Unsupervised ML, which helps to divide categories into different clusters or groupings, is then addressed in this article utilizing techniques such as k-means and idea component analysis. Finally, this article looks into reinforcement ML, which uses the right behavior to maximize rewards.
Authors and Affiliations
Pankaj Saraswat, Swapnil Raj
Keywords
Related Articles
- EP ID EP747103
- DOI 10.55524/ijircst.2021.9.6.25
- Views 67
- Downloads 0
Twitter Data Classification by Applying and Comparing Multiple Machine Learning Techniques
Having an average of five hundred million tweets sent out per day, twitter has become one of the largest platforms of data analysis for the researchers. Previously, various researches have been conducted on twitter data...
Discrimination Avoidance Methods in Data Mining
Discrimination like privacy is a big issue when legal and ethical aspects of Data mining are considered. Most people don’t like to be discriminated for their gender, religion, nationality, age and so on, especially when...
Study on Microbiological Air Contamination: Poultry Houses
Considering extensive poultry breeding is followed by as comfortable as possible concentration of birds within buildings, this exposes poultry house personnel to increasing proportions to biological aerosol that is mostl...
Performance Enhancement of an Integrated Offshore Wind Farm, Marine Current Farm and PV System with Flywheel Energy Storage System
This paper represents a control strategy to instantaneously realize mitigation in power fluctuation and performance enhancement of offshore wind farm (OWF), PV system and Marine current farm (MCF) coupled to the grid wit...
Stabilization of Black Cotton Soil by Using Waste Foundry Sand and Crushed Waste Glass
Generally Black Cotton Soil exhibits undesirable engineering properties like shrinkage and swelling properties losses its strength, when come in contact with water. Thereby poor bearing capacity and higher compressibilit...