Table of Contents
What you’ll learn
- Introduction to Python for Data Science
- Overview of NumPy, Pandas, Matplotlib, and SciPy
- Creating NumPy Arrays
- Mathematical Operations with NumPy Arrays
- Working with Random Numbers and Simulations
- Advanced Array Manipulation and Linear Algebra
- NumPy for Statistical Computations (Mean, Median, Standard Deviation)
- Performance Optimization with NumPy
- Loading and Saving Data with Pandas (CSV, Excel, SQL, etc.)
- Indexing, Selecting, and Filtering Data in DataFrames
- Advanced Pandas Techniques
Description
- Introduction to Python for Data Science
- Overview of NumPy, Pandas, Matplotlib, and SciPy
- Creating NumPy Arrays
- Mathematical Operations with NumPy Arrays
- Working with Random Numbers and Simulations
- Advanced Array Manipulation and Linear Algebra
- NumPy for Statistical Computations (Mean, Median, Standard Deviation)
- Performance Optimization with NumPy
- Loading and Saving Data with Pandas (CSV, Excel, SQL, etc.)
- Indexing, Selecting, and Filtering Data in DataFrames
- Advanced Pandas Techniques
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