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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Index