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03. Day 3- Numpy Fundamentals

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DAY 3 (21 Sept 2023):

Topic: Numpy Revision

  1. Numpy Array Basics
    • 1.1 Understanding Numpy DataTypes
    • 1.2 Creating Numpy Arrays
  2. Array Inspection
    • 2.1 Array Dimension and Shapes
    • 2.2 Array Indexing and Slicing
  3. Array Operations
    • 3.1 Element-wise Operations
    • 3.2 Append and Delete
    • 3.3 Aggregation Functions and ufuncs
    • 3.4 Reshpaing Arrays
  4. Working with Numpy Arrays
    • 4.1 Combining Arrays
    • 4.2 Splitting Arrays
    • 4.3 Alias vs. View vs. Copy of Arrays
    • 4.4 Sorting Numpy Arrays
  5. NumPy for Data Cleaning
    • 5.1 Identifying Missing Values
    • 5.2 Removing Rows or Columns with Missing Values
  6. NumPy for Statistical Analysis
    • 6.1 Data Transformation
    • 6.2 Random Sampling
  7. NumPy for Linear Algebra
    • 7.1 Complex Matrix Operations
    • 7.2 Solve Linear Equations
  8. Advanced NumPy Techniques
    • 8.1 Masked Arrays
    • 8.2 Structured Arrays
  9. Performance Optimization with NumPy
    • NumPy vs. Standard Python Lists

Detailed Medium Article: Mastering NumPy: A Data Enthusiast’s Essential Companion

LinkedIn post: Day 3 Update

LeetCode Problems Solved:

  1. Median of Two Sorted Arrays
  2. Consecutive Numbers