Programming in Python Training Course

Module 1: Pandas Functions for Data Frame Operations

• Introduction to Pandas
  • Core data structures: Series and DataFrame
• DataFrame Operations
  • Loading and saving data (CSV, Excel, etc.)
  • Basic operations (selection, filtering, indexing)
• Data Modification
  • Adding and removing columns and rows
  • Updating values within a DataFrame
• Data Aggregation and Grouping
  • GroupBy
  • Aggregation, summation, averaging, and more
• Combining and Merging DataFrames
  • merge, join, concat
• Working with Missing Data
  • Identifying missing data
  • Methods for filling in missing values

Module 2: Program Execution Time Optimization

• Introduction to Optimization
  • The importance of optimization in programming
• Code Optimization
  • Efficient data structures
  • Avoiding redundant calculations
  • Loop optimization
• Pandas Optimization
  • Vectorizing operations
  • Avoiding apply and lambda usage
  • Handling large datasets
• Simplifying Code through Function Creation
  • Creating and using functions
  • Code refactoring

Module 3: Working with the NumPy Library

• Introduction to NumPy
  • Importing the library
  • Core data structure: ndarray
• Array Operations
  • Creating and modifying arrays
  • Indexing and slicing arrays
• Mathematical and Statistical Functions
  • Basic mathematical operations
  • Statistical and aggregation functions
• Linear Algebra
  • Matrix multiplication
  • Determinant and inverse matrix
• Working with Multidimensional Data
  • 2D, 3D, and higher-dimensional arrays
  • Reshaping arrays
• Integration with Other Libraries

Module 4: Creating Charts in Excel Using Python

• Introduction to openpyxl and xlsxwriter
• Creating Charts in Excel
  • Generating basic charts (line, bar, etc.)
  • Formatting charts
• Generating Charts as Images (PNG)
  • Using matplotlib to create charts
  • Saving charts as PNG files
• Advanced Charts in Excel
• Report Automation
  • Creating automated reports with charts
  • Integrating Pandas with openpyxl/xlsxwriter