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Scientific Computing with Scala
最新章節:
Index
ScientistsandengineerswhowouldliketouseScalafortheirscientificandnumericalcomputingneeds.Abasicfamiliaritywithundergraduatelevelmathematicsandstatisticsisexpectedbutnotstrictlyrequired.AbasicknowledgeofScalaisrequiredaswellastheabilitytowritesimpleScalaprograms.However,complicatedprogrammingconceptsarenotusedinthebook.AnyonewhowantstoexploreusingScalaforwritingscientificorengineeringsoftwarewillbenefitfromthebook.
目錄(77章)
倒序
- coverpage
- Scientific Computing with Scala
- Credits
- About the Author
- About the Reviewer
- www.PacktPub.com
- eBooks discount offers and more
- Preface
- What this book covers
- What you need for this book
- Who this book is for
- Conventions
- Reader feedback
- Customer support
- Chapter 1. Introducing Scientific Computing with Scala
- Why Scala for scientific computing?
- Numerical computing packages for Scala
- Data analysis packages for Scala
- Other scientific software
- Alternatives for doing plotting
- Using Emacs as the Scala IDE
- Profiling Scala code
- Debugging Scala code
- Building testing and distributing your Scala software
- Mixing Java and Scala code
- Summary
- Chapter 2. Storing and Retrieving Data
- Reading and writing CSV files
- Reading and writing JSON files
- Reading and writing XML files
- Database access using JDBC
- Database access using Slick
- Reading and writing HDF5 files
- Summary
- Chapter 3. Numerical Computing with Breeze
- Using Breeze in your project
- Basic Breeze data structures
- Statistical computing with Breeze
- Optimization
- Signal processing
- Cheat sheet
- Summary
- Chapter 4. Using Saddle for Data Analysis
- Installing Saddle
- Basic Saddle data structures
- Data analysis with Saddle
- Summary
- Chapter 5. Interactive Computing with ScalaLab
- Installing and running ScalaLab
- Basic ScalaSci data structures
- Data storage and retrieval
- Plotting with ScalaLab
- Other ScalaLab features
- Summary
- Chapter 6. Parallel Programming in Scala
- Programming with Scala threads
- Using Scala's parallel collections
- Agent-based concurrency with the Akka framework
- Summary
- Chapter 7. Cluster Computing Using Scala
- Using MPJ Express for distributed computing
- Using an Akka cluster for distributed computing
- Summary
- Chapter 8. Scientific Plotting with Scala
- Plotting with JFreeChart
- Plotting with scala-chart
- Plotting with Wisp
- Summary
- Chapter 9. Visualizing Multi-Dimensional Data in Scala
- Obtaining data to visualize
- Andrews curve
- Parallel coordinates
- Scatter plot matrix
- Sammon mapping
- Improving the program
- Summary
- Index 更新時間:2021-07-16 11:07:36
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