Programming in Python Training Course

Module 1: Pandas Functions for Data Frame Operations

• Introduction to Pandas
  • Basic data structures: Series and DataFrame
• DataFrame Operations
  • Reading and writing data (CSV, Excel, etc.)
  • Fundamental operations (selection, filtering, indexing)
• Modifying Data
  • Adding and removing columns and rows
  • Modifying values within a DataFrame
• Data Aggregation and Grouping
  • GroupBy operations
  • Aggregation functions: sums, averages, etc.
• Joining and Merging DataFrames
  • merge, join, concat
• Handling Missing Data
  • Identifying missing values
  • Methods for imputing missing data

Module 2: Optimising Program Execution Time

• Introduction to Optimisation
  • The significance of optimisation in programming
• Code Optimisation
  • Efficient data structures
  • Avoiding redundant calculations
  • Loop optimisation
• Pandas Optimisation
  • Vectorised operations
  • Avoiding apply and lambda functions
  • Working with large datasets
• Simplifying Code Through Functions
  • Creating and using functions
  • Code refactoring

Module 3: Working with the NumPy Library

• Introduction to NumPy
  • Importing the library
  • Basic data structures: 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
  • Determinants and inverse matrices
• 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
  • Creating basic charts (line, bar, etc.)
  • Formatting charts
• Generating Charts as Images (PNG)
  • Using matplotlib to generate charts
  • Saving charts as PNG files
• Advanced Excel Charts
• Report Automation
  • Creating automated reports with embedded charts
  • Integrating Pandas with openpyxl/xlsxwriter