NumPy and Pandas for biological data handling

Numpy for handling biological datasets

  • Lesson plan
  • Introduction to NumPy
  • NumPy Data Types
  • Array Indexing and Slicing
  • NumPy Boolean Masking and Filtering
  • Essential Array Operations with NumPy
  • Vectorized Operations in NumPy: Beyond Python Loops
  • Hands-on: RNA Expression Analysis - alternative method

Pandas for handling biological datasets

  • Lesson plan
  • Introduction to Pandas
  • Data Import and Export in Pandas
  • DataFrame Manipulation & Sorting
  • Indexing, Selection & Slicing in Pandas
  • Summary Statistics & Aggregations in Pandas
  • Hands-on: RNA Expression Analysis - alternative method
  • Bonus Lesson 1: Handling Missing Data in Pandas
  • Bonus Lesson 2: Merging DataFrames in Pandas
NumPy and Pandas for biological data handling
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