目錄(72章)
倒序
- coverpage
- Getting Started with Python Data Analysis
- Credits
- About the Authors
- About the Reviewers
- www.PacktPub.com
- Support files 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 Data Analysis and Libraries
- Data analysis and processing
- An overview of the libraries in data analysis
- Python libraries in data analysis
- Summary
- Chapter 2. NumPy Arrays and Vectorized Computation
- NumPy arrays
- Array functions
- Data processing using arrays
- Linear algebra with NumPy
- NumPy random numbers
- Summary
- Chapter 3. Data Analysis with Pandas
- An overview of the Pandas package
- The Pandas data structure
- The essential basic functionality
- Indexing and selecting data
- Computational tools
- Working with missing data
- Advanced uses of Pandas for data analysis
- Summary
- Chapter 4. Data Visualization
- The matplotlib API primer
- Exploring plot types
- Legends and annotations
- Plotting functions with Pandas
- Additional Python data visualization tools
- Summary
- Chapter 5. Time Series
- Time series primer
- Working with date and time objects
- Resampling time series
- Downsampling time series data
- Upsampling time series data
- Time zone handling
- Timedeltas
- Time series plotting
- Summary
- Chapter 6. Interacting with Databases
- Interacting with data in text format
- Interacting with data in binary format
- Interacting with data in MongoDB
- Interacting with data in Redis
- Summary
- Chapter 7. Data Analysis Application Examples
- Data munging
- Data aggregation
- Grouping data
- Summary
- Chapter 8. Machine Learning Models with scikit-learn
- An overview of machine learning models
- The scikit-learn modules for different models
- Data representation in scikit-learn
- Supervised learning – classification and regression
- Unsupervised learning – clustering and dimensionality reduction
- Measuring prediction performance
- Summary
- Index 更新時間：2021-07-09 21:02:45
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