Mastering PCA in Machine Learning: Comprehensive Python Tutorial Explained!
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Mastering PCA in Machine Learning: Comprehensive Python Tutorial Explained!
Master PCA in Machine Learning: Comprehensive Python Tutorial Explained! from sklearn.decomposition import PCA from sklearn.preprocessing import StandardScaler import pandas as pd # Load data df = pd.read_csv('data.csv') # Standardize the data scaler = StandardScaler() scaled_df = scaler.fit_transform(df) # Apply PCA pca = PCA(n_components=2 ...
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Artificial Intelligence | AI on Instagram: "Principal Component Analysis (PCA) is an unsupervised machine learning technique used for dimensionality reduction while preserving as much variance as possible in a dataset. It transforms the original correlated variables into a new set of uncorrelated variables called principal components. The process begins by centering the data (which is subtracting the mean), then computing the covariance matrix to capture the relationships between variables. Eige
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