Saba Shahrukh May 30, 2025 0 If you want to keep track of your post-reading status, please register on the site.

Dimensionality Reduction and Handle Correlation

Follow on LinkedIn Machine Learning Project Ways to reduce Correlation 1. Feature Selection Identify and removing one or more of the highly correlated features. Retain the most informative variables while…

Saba Shahrukh May 28, 2025 0 If you want to keep track of your post-reading status, please register on the site.

Normalization Techniques

No worries at all! It happens. You’re right, the focus should be squarely on normalizing continuous features. Let’s dive back in with a clearer focus. Normalizing Continuous Features in Machine…

Saba Shahrukh May 27, 2025 0 If you want to keep track of your post-reading status, please register on the site.

Data Preparation Python Functions

import pandas as pd import numpy as np from sklearn.model_selection import train_test_split from sklearn.preprocessing import StandardScaler, MinMaxScaler, RobustScaler, LabelEncoder, OneHotEncoder, SimpleImputer, Normalizer, PowerTransformer, QuantileTransformer, PolynomialFeatures Explanation of Machine Learning Preprocessing…