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An Exploration of Python Libraries in Machine Learning Models for Data Science

Publication Type : Book Chapter

Publisher : IGI Global Publishing

Source : Chapter 1, Advanced Interdisciplinary Applications of Machine Learning Python Libraries for Data Science, Soly Mathew Biju, Ashutosh Mishra, Manoj Kumar, Projected Release Date: June 2023|Copyright: © 2023 |Pages: 300, DOI: 10.4018/978-1-6684-8696-2, ISBN13: 9781668486962|ISBN10: 1668486962|EISBN13: 9781668486986.

Url : https://www.igi-global.com/book/advanced-interdisciplinary-applications-machine-learning/315132

Campus : Coimbatore

School : School of Artificial Intelligence - Coimbatore

Center : Computational Engineering and Networking

Year : 2023

Abstract : Python libraries are used in this chapter to create data science models. Data science is the construction of models that can predict and act on data, which is a subset of machine learning. Data science an essential component of a number of fields because of the exponential growth of data. Python is a popular programming language for implementing machine learning models. Our paper discusses machine learning's role in data science, Python's role in this field, as well as how Python can be utilized. A breast cancer dataset is used as a data source for building machine learning models using Python libraries. Pandas, numpy, matplotlib, seaborn, scikit-learn, and tensorflow are some Python libraries discussed in this article, in addition to data preprocessing methods. A number of machine learning models for breast cancer treatment are discussed using this dataset and Python libraries. A discussion of machine learning's future in data science is provided at the conclusion of the paper. Python libraries for machine learning are very useful for data scientists and researchers in general.

Cite this Research Publication : Jawahar Sundaram, Gowri K., Devaraju S., Gokuldev S., Sujith Jayaprakash, Harishchander Anandaram, Manivasagan C., Thenmozhi M., "An Exploration of Python Libraries in Machine Learning Models for Data Science", Chapter 1, Advanced Interdisciplinary Applications of Machine Learning Python Libraries for Data Science, Soly Mathew Biju, Ashutosh Mishra, Manoj Kumar, Projected Release Date: June 2023|Copyright: © 2023 |Pages: 300, DOI: 10.4018/978-1-6684-8696-2, ISBN13: 9781668486962|ISBN10: 1668486962|EISBN13: 9781668486986.

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