**Efficient Predictive Model for Utilization of Computing Resources using Machine Learning Techniques**Sendhil Kumar, K. S., Anbarasi, M., Shanmugam, G. S., & Shankar, A. (2020). Efficient predictive model for utilization of computing resources using machine learning techniques.*2020 10th International Conference on Cloud Computing, Data Science & Engineering (Confluence)*, 351–357.

**This resource proposes a technique that utilizes machine learning work to re-phrase prediction as an optimization problem.**

This resource gives an overview of what clustering is and the different methods of clustering, along with its examples.

**Predictive Analysis in the Big Data Era**Ramona Marge, Stefan Iovan, & Alina-Anabela Iovan. (2018). Predictive analysis in the big data era.*Analele Universităţii “Constantin Brâncuşi” Din Târgu Jiu: Seria Inginerie, 2018*(4), 124–129.

**This resource highlights insights that are the basis of operational excellence, providing a significant competitive advantage and leading to business success.****The Easiest Way to Interpret Clustering Result - Describing Clusters with a Function Call**Waisakurnia, W. (2020, June 12). The easiest way to interpret clustering result – Describing clusters with a function call.

**This resource highlights how to understand or interpret the clustering result using Python code.****The Optimization of Reconfigured Real-time Datasets for Improving Classification Performance of Machine Learning Algorithms**Sengan, S., Sagar, R. V., Ramesh, R., Khalaf, O. I., & Dhanapal, R. (2021). The optimization of reconfigured real-time datasets for improving classification performance of machine learning algorithms.*Mathematics in Engineering, Science & Aerospace (MESA), 12*(1), 43–54.

**This resource analyzes the effectiveness of different model classification for machine learning (ML) to prevent the use of personalized log data.****What Is Classification Analysis?**Davidson, C. (2021).*What is classification analysis?*

**This resource defines classification analysis within data mining.****What is Clustering and Different Types of Clustering Methods**Sharma, R. (2020, December 1). What is clustering and different types of clustering methods.**Datasets for Data Mining, Data Science, and Machine Learning****This site includes various choices for data sets that are open source and may be used to conduct your analysis.****Data and Statistics About the U. S.****This site includes various choices for data sets that are open source and may be used to conduct your analysis.**

- Last Updated: Apr 8, 2022 1:59 PM
- URL: https://resources.nu.edu/c.php?g=1159294
- Print Page