From Concepts to Code

From Concepts to Code

Introduction to Data Science

Tashman, Adam P.

Taylor & Francis Ltd

04/2024

367

Dura

Inglês

9781032517957

Pré-lançamento - envio 15 a 20 dias após a sua edição

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1. Introduction 2. Communicating Effectively and Earning Trust 3. Data Science Project Planning 4. An Overview of Data 5. Computing Preliminaries and Setup 6. Data Processing 7. Data Storage and Retrieval 8. Mathematics Preliminaries 9. Statistics Preliminaries 10. Data Transformation 11. Exploratory Data Analysis 12. An Overview of Machine Learning 13. Modeling with Linear Regression 14. Classification with Logistic Regression 15. Clustering with K-Means 16. Elements of Reproducible Data Science 17. Model Risk 18. Next Steps Symbols
data literacy;data ethics;machine learning;predictive modeling;artificial intelligence;statistical learning