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Regularization in Regression Using Python

By Siddharth Yadav

In this lab, you will learn how to use regularization in linear regression models effectively ...

Handling Categorical Data: Handling Imbalanced Classes

By Vishwesh Ravi Shrimali

Handling imbalanced classes in Scikit-Learn using upsampling and downsampling ...

Machine Learning Challenge: Find Topics Using GloVe and PCA

By Matt Kirk

Using GloVe vectorization and PCA, you will find topic clusters of terms ...

Machine Learning Challenge: Transform Dimensions into Features with PCA and SVD

By Matt Kirk

You will tokenize natural language and work with sparse data by shrinking dimensions into a singular value decomposition ...

Machine Learning Challenge: Naive to Robust Classification (Final Challenge)

By Matt Kirk

You will achieve state-of-the-art results with the adult census dataset ...

Machine Learning: Visualize GloVe Vectors Using PCA

By Matt Kirk

A simple approach to visualizing text clusters ...