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Big data analytics : from strategic planning to enterprise integration with tools, techniques, NoSQL, and graph

Tác giả: David Loshin

Provides an overview of the drivers for introducing big data technology into an organization and for understanding the types of business problems best suited to big data analytics solutions, understanding the value drivers and benefits, strategic planning, developing a pilot, and eventually ...

Computational thinking

Tác giả: Peter J. Denning, Matti Tedre

Presenting to What is computational thinking?. Computational methods. Computing machines. Computer science. Software engineering. Designing for humans. Computational science. Teaching computational thinking for all. Future computation. Epilogue: Lessons learned.

Understanding distributed systems : what every developer should know about large distributed applications

Tác giả: Roberto Vitillo

Contents: 1. Communication. 2. Coordination. 3. Scalability.4. Resiliency. 5.Testing and operations.

Data management at Scale : best practices for enterprise architecture

Tác giả: Piethein Strengholt

Chapter 1. The Disruption of Data Management. Chapter 2. Introducing the Scaled Architecture: Organizing Data at Scale. Chapter 3. Managing Vast Amounts of Data: The Read-Only Data. Chapter 4. Services and API Management: The API Architecture.

The elements of statistical learning : data mining, inference, and prediction : 2nd ed.

Tác giả: Trevor Hastie; Robert Tibshirani; J H Friedman

Contents: 1. Introduction; 2. Overview of supervised learning; 3. Linear methods for regression; 4. Linear methods for classification; 5. Basis expansions and regularization; 6. Kernel smoothing methods; 7. Model assessment and selection; 8. Model inference and averaging; 9. Additive models, trees, ...