Study on the Fundamentals of Machine Learning Approach
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Research Paper | Computer Science & Engineering | India | Volume 5 Issue 10, October 2016

Study on the Fundamentals of Machine Learning Approach

Zeinab Samdaliri

Now Days Machine learning is often used to build predictive models by extracting patterns from large datasets. These models are being utilized into the predictive data analytics applications including price prediction, risk assessment, predicting customer behavior, & document classification. This introductory research offers a detailed & focused treatment of the most vital machine learning approaches is being used into the predictive data analytics, covering both theoretical concepts & practical applications. Technical & mathematical material is augmented with explanatory worked examples, & case studies illustrate the fundamentals of these models into the broader business context. After discussing the trajectory from data to insight to decision, the research describes four approaches to machine learning information-based learning, similarity based of learning, probability based of learning, & error-based learning. Each of these approaches is introduced by the nontechnical details of the given concept. Finally, the study considers techniques for evaluating prediction models & offers two types of the research that define the specific data analytics projects through each phase of development, from the formulating the corporate issues to the implementation of analytics solution.

Keywords: Machine learning, Fundamentals, analytical study, SVM, neural network

Edition: Volume 5 Issue 10, October 2016

Pages: 991 - 996

Share this Article

How to Cite this Article?

Zeinab Samdaliri, "Study on the Fundamentals of Machine Learning Approach", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=13101602, Volume 5 Issue 10, October 2016, 991 - 996

143 PDF Views | 125 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Machine learning'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020

Pages: 457 - 461

Artificial Intelligence for Hiring

Ishan Borker, Ashok Veda

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 4, April 2021

Pages: 28 - 37

Glaucoma Detection Using Machine Learning

Sharanya S

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1673 - 1677

Convolution Neural Network Based Image Recognition

Sofia Hamid, Mrigana Walia

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Similar Articles with Keyword 'Fundamentals'

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1629 - 1633

Graph Presentation in GMine System using Efficient Algorithm

Shafali Gupta, Ulka Panchal

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 991 - 996

Study on the Fundamentals of Machine Learning Approach

Zeinab Samdaliri

Share this Article

Similar Articles with Keyword 'analytical study'

Research Paper, Computer Science & Engineering, India, Volume 8 Issue 12, December 2019

Pages: 1567 - 1571

Analytical Study of Cloud Computing Databases Performance on the Basis of Expenditure and Implementation Time

Dr. Diwakar Ramanuj Tripathi

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 1425 - 1427

Analytical Study on Human Texture Skin Diseases

Harminder Kaur, Prabhneet Sandhu, Pallavi Verma

Share this Article

Research Paper, Computer Science & Engineering, Saudi Arabia, Volume 2 Issue 3, March 2013

Pages: 115 - 118

Sonographic Assessment of Endometrial Layering in Different Menstrual Stages in Sudanese Normal Women in Khartoum State

Mahasin Gamal Al-ddin Yaqoub Hassan

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 991 - 996

Study on the Fundamentals of Machine Learning Approach

Zeinab Samdaliri

Share this Article

Survey Paper, Computer Science & Engineering, Iraq, Volume 8 Issue 1, January 2019

Pages: 255 - 264

Analytic Study on Object Localization Systems

Mohanad J. Ahmed, Mohammed Najm Abdullah

Share this Article

Similar Articles with Keyword 'SVM'

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1682 - 1686

Support Vector Machine Based MRI Brain Tumor Detection

Nazima Yousuf, Mrigana Walia

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1615 - 1620

Traffic Sign Detection via Graph Based Ranking and Segmentation Algorithm

Premsai Cheedella

Share this Article

Comparative Studies, Computer Science & Engineering, India, Volume 6 Issue 2, February 2017

Pages: 2147 - 2150

A Comparative Study of Algorithms used for Detection and Classification of Plant Diseases

Roshni C.R, Dr. M. Safish Mary

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 1647 - 1650

MRI Brain Tumor Classification Using SVM and Histogram Based Image Segmentation

Chinnu A

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 2016 - 2019

A Survey on Outlier Detection Methods

Rajani S Kadam, Prakash R Devale

Share this Article

Similar Articles with Keyword 'neural network'

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 3, March 2021

Pages: 1720 - 1723

Key Phrase Extraction Using Recurrent Neural Network

Aakib Jabbar, Preeti Sondhi

Share this Article

Student Project, Computer Science & Engineering, India, Volume 10 Issue 3, March 2021

Pages: 1677 - 1680

Detecting Pneumonia from X-Ray Images using Deep Learning

Deep Piyushkumar Patel

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1673 - 1677

Convolution Neural Network Based Image Recognition

Sofia Hamid, Mrigana Walia

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 826 - 829

Neural Systems Approach for Ammography Finding by Utilizing Wavelet Features

A. Mallareddy, A. Priyanka

Share this Article
Top