CRC Press

Foundations of Data Science With Python

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Build a solid foundation in data science using Python. Learn key techniques for data analysis and machine learning.

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Additional information

Additional information

Authors

John M. Shea

Publisher

CRC Press

Published On

22-02-24

Language

English

Identifiers

doi:9781032346748, google:v1cIEQAAQBAJ, isbn:9781003838548

ISBN

9.781E+12

Format

pdf

Size (MB)

48.56 MB

Rating

⭐️⭐️⭐️⭐️⭐️ 4.9

Description

Foundations of Data Science With Python

 

Foundations of Data Science introduces learners to the essential principles, tools, and techniques required to analyze data effectively using Python. This comprehensive course is designed for both beginners and professionals seeking to strengthen their understanding of data-driven decision-making. It provides a solid foundation for anyone aiming to enter the data analytics or machine learning field.


Course Description

This course serves as a practical and conceptual introduction to data science using Python. Learners will discover how to collect, clean, visualize, and analyze data efficiently. The course also emphasizes statistical reasoning, exploratory data analysis, and predictive modeling.

You’ll start with Python programming fundamentals, followed by libraries such as NumPy, Pandas, Matplotlib, and Scikit-learn. By combining theory with real-world examples, this course helps you gain hands-on experience to build data projects confidently. In addition, the course focuses on how to turn raw data into actionable insights—a vital skill in today’s data-driven world.

Throughout the journey, you’ll engage with coding exercises, practical assignments, and case studies. You’ll also learn how to create machine learning models and evaluate their performance. By the end of the course, you will possess the essential skills to apply data science techniques effectively and make informed business or research decisions.


What You’ll Learn

  • Understand core concepts of data science and its workflow.
  • Use Python for data cleaning, analysis, and visualization.
  • Implement linear regression, classification, and clustering models.
  • Explore libraries like NumPy, Pandas, and Scikit-learn.
  • Apply statistical and probabilistic reasoning to real-world datasets.
  • Interpret and communicate analytical results effectively.

Requirements

  • Basic understanding of Python programming (optional but recommended).
  • A computer with internet access.
  • Interest in data analysis, AI, or business intelligence.

About the Publication

This course is created by experienced data professionals with expertise in machine learning, data analytics, and artificial intelligence. It combines academic rigor with industry insights to ensure learners acquire both conceptual understanding and technical competence.


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Conclusion

Whether you’re a student, analyst, or software developer, this course equips you with essential data science skills to analyze and interpret complex datasets. It’s time to take the first step toward your data-driven career with Foundations of Data Science With Python.


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Additional information

Authors

John M. Shea

Publisher

CRC Press

Published On

22-02-24

Language

English

Identifiers

doi:9781032346748, google:v1cIEQAAQBAJ, isbn:9781003838548

ISBN

9.781E+12

Format

pdf

Size (MB)

48.56 MB

Rating

⭐️⭐️⭐️⭐️⭐️ 4.9

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