Data Science
Douban
John D. Kelleher / Brendan Tierney
overview
A concise introduction to the emerging field of data science, explaining its evolution, relation to machine learning, current uses, data infrastructure issues, and ethical challenges.
contents
Series Foreword
Preface
Acknowledgments
1. What Is Data Science? p1
2. What Are Data, and What Is a Data Set? p39
3. A Data Science Ecosystem p69
4. Machine Learning 101 p97
5. Standard Data Science Tasks p151
6. Privacy and Ethics p181
7. Future Trends and Principle of Success p219
Glossary p239
Notes p247
Further Readings p251
References p253
Index p261
