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Showing posts with the label Vectorization

Numpy Element-wise In Operation

Suppose I have a column vector y with length n, and I have a matrix X of size n*m. I want to check … Read more Numpy Element-wise In Operation

How To Vectorize Multiple Matrix Multiplications In Numpy?

For a conceptual idea of what I mean, I have 2 data points: x_0 = np.array([0.6, 1.4])[:, None] x_1… Read more How To Vectorize Multiple Matrix Multiplications In Numpy?

Vectorized Solution To Conditional Dataframe Selection

I recently asked a question which was answered - How do I add conditionally to a selection of cell… Read more Vectorized Solution To Conditional Dataframe Selection

Pandas Vectorized Operation To Get The Length Of String

I have a pandas dataframe. df = pd.DataFrame(['Donald Dump','Make America Great Again!&… Read more Pandas Vectorized Operation To Get The Length Of String

Create A Matrix From A Vector Where Each Row Is A Shifted Version Of The Vector

I have a numpy array like this import numpy as np ar = np.array([1, 2, 3, 4]) and I want to creat… Read more Create A Matrix From A Vector Where Each Row Is A Shifted Version Of The Vector

Python Pandas Calculate Rolling Stock Beta Using Rolling Apply To Groupby Object In Vectorized Fashion

I have a large data frame, df, containing 4 columns: id period ret_1m mkt… Read more Python Pandas Calculate Rolling Stock Beta Using Rolling Apply To Groupby Object In Vectorized Fashion