Python for AI

  1. Essential Libraries for Data Science and AI
    1. NumPy for Numerical Computing
      1. NumPy Arrays
        1. Understanding ndarray
          1. Array Properties
            1. shape Attribute
              1. dtype Attribute
                1. ndim Attribute
                  1. size Attribute
                  2. Array Memory Layout
                  3. Array Creation
                    1. Creating Arrays from Lists
                      1. Creating Arrays from Tuples
                        1. Array Creation Functions
                          1. zeros()
                            1. ones()
                              1. empty()
                                1. eye()
                                  1. arange()
                                    1. linspace()
                                      1. logspace()
                                      2. Random Array Generation
                                        1. Array Initialization Patterns
                                        2. Array Indexing and Slicing
                                          1. Basic Indexing
                                            1. Negative Indexing
                                              1. Slicing Syntax
                                                1. Multi-dimensional Indexing
                                                  1. Boolean Indexing
                                                    1. Fancy Indexing
                                                      1. Index Arrays
                                                      2. Array Operations
                                                        1. Element-wise Operations
                                                          1. Arithmetic Operations
                                                            1. Comparison Operations
                                                              1. Logical Operations
                                                                1. Broadcasting Rules
                                                                  1. Broadcasting Examples
                                                                  2. Array Manipulation
                                                                    1. Reshaping Arrays
                                                                      1. Flattening Arrays
                                                                        1. Transposing Arrays
                                                                          1. Concatenating Arrays
                                                                            1. Splitting Arrays
                                                                              1. Stacking Arrays
                                                                              2. Mathematical Functions
                                                                                1. Universal Functions (ufuncs)
                                                                                  1. Trigonometric Functions
                                                                                    1. Exponential and Logarithmic Functions
                                                                                      1. Statistical Functions
                                                                                        1. mean()
                                                                                          1. median()
                                                                                            1. std()
                                                                                              1. var()
                                                                                                1. min() and max()
                                                                                                  1. sum()
                                                                                                  2. Aggregation Functions
                                                                                                    1. Reduction Operations
                                                                                                    2. Linear Algebra
                                                                                                      1. Matrix Operations
                                                                                                        1. Matrix Multiplication
                                                                                                          1. Dot Product
                                                                                                            1. Cross Product
                                                                                                              1. Matrix Decomposition
                                                                                                                1. Eigenvalues and Eigenvectors
                                                                                                                  1. Solving Linear Systems
                                                                                                                  2. Advanced NumPy Features
                                                                                                                    1. Structured Arrays
                                                                                                                      1. Memory-mapped Files
                                                                                                                        1. Performance Optimization
                                                                                                                          1. Vectorization Techniques
                                                                                                                        2. Pandas for Data Manipulation
                                                                                                                          1. Core Data Structures
                                                                                                                            1. Series
                                                                                                                              1. Creating Series
                                                                                                                                1. Series Indexing
                                                                                                                                  1. Series Operations
                                                                                                                                    1. Series Methods
                                                                                                                                      1. Series Attributes
                                                                                                                                      2. DataFrame
                                                                                                                                        1. Creating DataFrames
                                                                                                                                          1. DataFrame Structure
                                                                                                                                            1. Column Operations
                                                                                                                                              1. Row Operations
                                                                                                                                                1. DataFrame Attributes
                                                                                                                                                2. Index Objects
                                                                                                                                                  1. Index Types
                                                                                                                                                    1. Index Operations
                                                                                                                                                      1. MultiIndex
                                                                                                                                                    2. Data Input and Output
                                                                                                                                                      1. Reading Data
                                                                                                                                                        1. CSV Files
                                                                                                                                                          1. Excel Files
                                                                                                                                                            1. JSON Files
                                                                                                                                                              1. SQL Databases
                                                                                                                                                                1. Web APIs
                                                                                                                                                                  1. HTML Tables
                                                                                                                                                                  2. Writing Data
                                                                                                                                                                    1. CSV Output
                                                                                                                                                                      1. Excel Output
                                                                                                                                                                        1. JSON Output
                                                                                                                                                                          1. SQL Database Output
                                                                                                                                                                          2. Data Format Conversion
                                                                                                                                                                          3. Data Selection and Filtering
                                                                                                                                                                            1. Column Selection
                                                                                                                                                                              1. Row Selection
                                                                                                                                                                                1. Label-based Selection (loc)
                                                                                                                                                                                  1. Position-based Selection (iloc)
                                                                                                                                                                                    1. Boolean Indexing
                                                                                                                                                                                      1. Query Method
                                                                                                                                                                                        1. Conditional Selection
                                                                                                                                                                                          1. Multi-level Selection
                                                                                                                                                                                          2. Data Cleaning and Preparation
                                                                                                                                                                                            1. Missing Data Handling
                                                                                                                                                                                              1. Detecting Missing Values
                                                                                                                                                                                                1. Filling Missing Values
                                                                                                                                                                                                  1. Dropping Missing Values
                                                                                                                                                                                                    1. Interpolation Methods
                                                                                                                                                                                                    2. Duplicate Data
                                                                                                                                                                                                      1. Identifying Duplicates
                                                                                                                                                                                                        1. Removing Duplicates
                                                                                                                                                                                                          1. Duplicate Handling Strategies
                                                                                                                                                                                                          2. Data Type Conversion
                                                                                                                                                                                                            1. String Data Cleaning
                                                                                                                                                                                                              1. Outlier Detection and Treatment
                                                                                                                                                                                                              2. Data Transformation
                                                                                                                                                                                                                1. Applying Functions
                                                                                                                                                                                                                  1. apply() Method
                                                                                                                                                                                                                    1. map() Method
                                                                                                                                                                                                                      1. applymap() Method
                                                                                                                                                                                                                      2. Data Aggregation
                                                                                                                                                                                                                        1. groupby() Operations
                                                                                                                                                                                                                          1. Aggregation Functions
                                                                                                                                                                                                                            1. Custom Aggregations
                                                                                                                                                                                                                              1. Multiple Aggregations
                                                                                                                                                                                                                              2. Data Reshaping
                                                                                                                                                                                                                                1. Pivoting Data
                                                                                                                                                                                                                                  1. Melting Data
                                                                                                                                                                                                                                    1. Stacking and Unstacking
                                                                                                                                                                                                                                    2. Data Merging and Joining
                                                                                                                                                                                                                                      1. merge() Function
                                                                                                                                                                                                                                        1. join() Method
                                                                                                                                                                                                                                          1. concat() Function
                                                                                                                                                                                                                                            1. Merge Types
                                                                                                                                                                                                                                          2. Time Series Analysis
                                                                                                                                                                                                                                            1. DateTime Data Types
                                                                                                                                                                                                                                              1. DateTime Indexing
                                                                                                                                                                                                                                                1. Time Series Operations
                                                                                                                                                                                                                                                  1. Resampling
                                                                                                                                                                                                                                                    1. Frequency Conversion
                                                                                                                                                                                                                                                      1. Rolling Windows
                                                                                                                                                                                                                                                        1. Expanding Windows
                                                                                                                                                                                                                                                          1. Time Zone Handling
                                                                                                                                                                                                                                                          2. Advanced Pandas Features
                                                                                                                                                                                                                                                            1. Categorical Data
                                                                                                                                                                                                                                                              1. Sparse Data
                                                                                                                                                                                                                                                                1. Performance Optimization
                                                                                                                                                                                                                                                                  1. Memory Usage Optimization
                                                                                                                                                                                                                                                                    1. Parallel Processing
                                                                                                                                                                                                                                                                  2. Matplotlib for Data Visualization
                                                                                                                                                                                                                                                                    1. Matplotlib Basics
                                                                                                                                                                                                                                                                      1. Figure and Axes Objects
                                                                                                                                                                                                                                                                        1. Plotting Interface
                                                                                                                                                                                                                                                                          1. Object-oriented Interface
                                                                                                                                                                                                                                                                            1. Pyplot Interface
                                                                                                                                                                                                                                                                            2. Basic Plotting
                                                                                                                                                                                                                                                                              1. Line Plots
                                                                                                                                                                                                                                                                                1. Scatter Plots
                                                                                                                                                                                                                                                                                  1. Bar Charts
                                                                                                                                                                                                                                                                                    1. Histograms
                                                                                                                                                                                                                                                                                      1. Box Plots
                                                                                                                                                                                                                                                                                        1. Pie Charts
                                                                                                                                                                                                                                                                                        2. Plot Customization
                                                                                                                                                                                                                                                                                          1. Colors and Styles
                                                                                                                                                                                                                                                                                            1. Markers and Line Styles
                                                                                                                                                                                                                                                                                              1. Labels and Titles
                                                                                                                                                                                                                                                                                                1. Legends
                                                                                                                                                                                                                                                                                                  1. Annotations
                                                                                                                                                                                                                                                                                                    1. Text and Fonts
                                                                                                                                                                                                                                                                                                    2. Axes and Layout
                                                                                                                                                                                                                                                                                                      1. Multiple Subplots
                                                                                                                                                                                                                                                                                                        1. Subplot Arrangements
                                                                                                                                                                                                                                                                                                          1. Shared Axes
                                                                                                                                                                                                                                                                                                            1. Axis Limits and Scaling
                                                                                                                                                                                                                                                                                                              1. Ticks and Tick Labels
                                                                                                                                                                                                                                                                                                                1. Grid Lines
                                                                                                                                                                                                                                                                                                                2. Advanced Plotting Features
                                                                                                                                                                                                                                                                                                                  1. 3D Plotting
                                                                                                                                                                                                                                                                                                                    1. Contour Plots
                                                                                                                                                                                                                                                                                                                      1. Heatmaps
                                                                                                                                                                                                                                                                                                                        1. Error Bars
                                                                                                                                                                                                                                                                                                                          1. Fill Between
                                                                                                                                                                                                                                                                                                                            1. Animation
                                                                                                                                                                                                                                                                                                                            2. Saving and Exporting
                                                                                                                                                                                                                                                                                                                              1. File Formats
                                                                                                                                                                                                                                                                                                                                1. Resolution Settings
                                                                                                                                                                                                                                                                                                                                  1. Figure Size Control
                                                                                                                                                                                                                                                                                                                                2. Seaborn for Statistical Visualization
                                                                                                                                                                                                                                                                                                                                  1. Seaborn Basics
                                                                                                                                                                                                                                                                                                                                    1. Seaborn vs Matplotlib
                                                                                                                                                                                                                                                                                                                                      1. Setting Styles and Themes
                                                                                                                                                                                                                                                                                                                                        1. Color Palettes
                                                                                                                                                                                                                                                                                                                                        2. Statistical Plots
                                                                                                                                                                                                                                                                                                                                          1. Distribution Plots
                                                                                                                                                                                                                                                                                                                                            1. Regression Plots
                                                                                                                                                                                                                                                                                                                                              1. Categorical Plots
                                                                                                                                                                                                                                                                                                                                                1. Matrix Plots
                                                                                                                                                                                                                                                                                                                                                2. Multi-plot Grids
                                                                                                                                                                                                                                                                                                                                                  1. FacetGrid
                                                                                                                                                                                                                                                                                                                                                    1. PairGrid
                                                                                                                                                                                                                                                                                                                                                      1. JointGrid
                                                                                                                                                                                                                                                                                                                                                      2. Advanced Seaborn Features
                                                                                                                                                                                                                                                                                                                                                        1. Custom Color Maps
                                                                                                                                                                                                                                                                                                                                                          1. Statistical Annotations
                                                                                                                                                                                                                                                                                                                                                            1. Plot Aesthetics

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