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Numpy

Overview
Curriculum

Welcome to Realcare Tech Mark's Online NumPy Course, your gateway to mastering the powerful numerical computing library in Python. Whether you're a data scientist, engineer, or enthusiast, this course is crafted to enhance your skills in handling large datasets, performing mathematical operations, and manipulating numerical arrays efficiently using NumPy.

Curriculum

  • 10 Sections
  • 30 Lessons
  • 0 Quizzes
  • 0m Duration
Expand All
Introduction to NumPy
3 Lessons0 Quizzes
  1. Overview of NumPy and its Applications
  2. Installation and Setup
  3. Basic NumPy Concepts
NumPy Arrays
3 Lessons0 Quizzes
  1. Creating NumPy Arrays
  2. Indexing and Slicing
  3. Array Manipulation
Array Operations
3 Lessons0 Quizzes
  1. Element-Wise Operations
  2. Linear Algebra Operations
  3. Statistical Operations
Broadcasting
3 Lessons0 Quizzes
  1. Understanding Broadcasting
  2. Practical Applications
  3. Tips for Efficient Broadcasting
File Input/Output with NumPy
3 Lessons0 Quizzes
  1. Reading and Writing Data with NumPy
  2. Compatibility with Different File Formats
  3. Handling Large Datasets
Advanced NumPy Features
3 Lessons0 Quizzes
  1. Masked Arrays
  2. Universal Functions (ufuncs)
  3. Memory Management in NumPy
NumPy and Data Science
3 Lessons0 Quizzes
  1. Data Preprocessing with NumPy
  2. Analyzing Data Using NumPy
  3. Integration with Other Data Science Libraries
NumPy and Machine Learning
3 Lessons0 Quizzes
  1. Feature Engineering with NumPy
  2. Data Transformation for ML
  3. Evaluating Models with NumPy
Optimizing NumPy Code
3 Lessons0 Quizzes
  1. Vectorization for Performance
  2. Parallel Computing with NumPy
  3. Best Practices in NumPy Optimization
Practical Applications
3 Lessons0 Quizzes
  1. Applying NumPy to Real-World Projects
  2. Building a Portfolio of NumPy Applications
  3. Showcasing Your NumPy Skills

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