Data Analytics: A Small Data Approach (Chapman & Hall/CRC Data Science Series)

Price: $152.70
(as of Nov 22,2024 01:46:06 UTC – Details)

Data Analytics: A Small Data Approach is appropriate for an introductory knowledge analytics course to assist college students perceive some foremost statistical studying fashions. It has many small datasets to information college students to work out pencil options of the fashions after which examine with outcomes obtained from established R packages. Also, as knowledge science follow is a course of that must be advised as a narrative, on this guide there are lots of course supplies about exploratory knowledge evaluation, residual evaluation, and flowcharts to develop and validate fashions and knowledge pipelines.
The foremost fashions coated on this guide embrace linear regression, logistic regression, tree fashions and random forests, ensemble studying, sparse studying, principal part evaluation, kernel strategies together with the help vector machine and kernel regression, and deep studying. Each chapter introduces two or three methods. For every approach, the guide highlights the instinct and rationale first, then reveals how arithmetic is used to articulate the instinct and formulate the educational downside. R is used to implement the methods on each simulated and real-world dataset. Python code can also be out there on the guide’s web site: http://dataanalyticsbook.info.