NumPy Library

  1. Advanced NumPy Features
    1. Structured Arrays
      1. Creating Structured Arrays
        1. dtype Definition
          1. Field Names and Types
            1. Nested Structures
            2. Accessing Structured Data
              1. Field Access
                1. Multi-field Selection
                  1. Record Arrays
                  2. Operations on Structured Arrays
                    1. Sorting by Fields
                      1. Field Manipulation
                    2. Memory Layout and Performance
                      1. Array Memory Layout
                        1. C-order vs. Fortran-order
                          1. Strides and Memory Access
                            1. flags Attribute
                            2. Performance Optimization
                              1. Contiguous Arrays
                                1. Cache-friendly Operations
                                  1. In-place Operations
                                    1. out Parameter Usage
                                    2. Memory Views
                                      1. View vs. Copy Distinction
                                        1. Creating Views
                                          1. Shared Memory Implications
                                        2. Advanced Indexing Techniques
                                          1. Multi-dimensional Advanced Indexing
                                            1. Index Broadcasting
                                              1. Combining Index Types
                                                1. Performance Implications
                                                2. Masked Arrays
                                                  1. numpy.ma Module
                                                    1. Creating Masked Arrays
                                                      1. Masked Array Operations
                                                        1. Handling Invalid Data

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                                                      12. File Input and Output

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                                                      14. NumPy Ecosystem Integration