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 Duration 42 hours

Course Outline

Foundations of Excel

  • Navigating the interface
  • Managing and manipulating data
  • Utilizing formulas and cell references
  • Creating charts

Advanced Excel Techniques

  • Logical functions
  • Scenario analysis
  • Using Solver
  • Automating tasks with Macros
  • Introduction to coding via VBA

VBA Programming

  • Understanding data types
  • Developing functions
  • Program control through conditionals and loops
  • Debugging strategies

Data Analytics with Python

  • Python overview
  • Variables and data types
  • Manipulating data with Pandas
  • Function implementation
  • Visualizing data using Matplotlib and Seaborn
  • Data cleaning and transformation with Pandas

Introduction to Machine Learning with Python

  • Linear Regression via scikit-learn
  • Classification and regression trees in Python
  • Classification using Support Vector Machines and Random Forests
  • Clustering methods with scikit-learn

Requirements

No prior prerequisites are required to participate in this course.

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