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Data Science
Categorical Data Handling in Machine Learning (Pandas + Sklearn) – Complete Practical Guide
Learn categorical data encoding end-to-end — Label, Ordinal, One-Hot, Target, Binary, Frequency encoding with Pandas & Sklearn. Beginner to advanced.
categorical encoding machine learning pandas
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Apr 24, 2026 28 min read
Data Science
sklearn.preprocessing Complete Guide: Data Scaling, Encoding & Transformation in Python
Master sklearn.preprocessing from scratch to advanced level. Learn StandardScaler, MinMaxScaler, LabelEncoder, OneHotEncoder, and 30+ transformers with real-...
sklearn preprocessing scikit-learn preprocessing StandardScaler
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Apr 25, 2026 15 min read
Data Science
California Housing Price Prediction: Random Forest + Sklearn Pipeline
Introduction — Problem Kya Hai? Socho tumhare paas California ke hazaron ghar ka data hai — unki location, age, rooms, income of people — aur tumhara kaam ha...
machine-learning python sklearn
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Apr 27, 2026 8 min read
Data Science
Logistic Regression — The Superhero of Classification | ML Series Part 3
Logistic Regression explained completely — sigmoid function, evaluation metrics, class imbalance, threshold tuning, and real-world projects in Python. Beginn...
logistic regression logistic regression python classification machine learning
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Apr 14, 2026 21 min read