Data Science & Numerical Computing Ecosystem (NumPy/Pandas)

14 lessons in Python

• Broadcasting Views and Zero StridesQuiz
• Reshape View Mutates Caller's ArrayCode Quiz
• Views, Copies & Broadcasting InternalsFlashcard
• NumPy Vectorization & Memory ModelSlides / Video
• Vectorized Conditions Gone WrongCode Quiz
• Why Vectorization Beats Python LoopsQuiz
• Vectorization vs Python LoopsFlashcard
• Vectorization vs Python LoopsSlides / Video
• Boolean Masking in NumPyCode Quiz
• Vectorization vs apply in pandasQuiz
• NumPy & Pandas Core OperationsSlides / Video
• Vectorization vs apply in pandasFlashcard
• NumPy & Pandas BasicsSlides / Video
• NumPy Array vs Pandas DataFrameFlashcard