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Python

Pure Python Data Science — Building a Social Network from Scratch

Learn how to load, clean, and analyze social network data using only pure Python. Build People You May Know & Pages You Might Like features from scratch.

python data-science pure-python
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Apr 11, 2026 23 min read
Machine learning

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
PySpark

Complex Data(StructType, ArrayType, and MapType) Types in PySpark

...PySpark's complex data types— StructType , ArrayType , and MapType —in a simple and clear way. We'll go over: What they are When to u...

Dataframe StructField StructType
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Mar 19, 2026 4 min read
Python

Map, Filter, and Reduce in Python

Programming me kabhi kabhi aisa hota hai ki tumhe list ke saare elements pe ek kaam karna ho , ya phir kuch elements ko condition ke hisaab se nikalna ho ,…

Filter Map Reduce
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Mar 19, 2026 2 min read
Machine learning

Understanding Accuracy and Evaluation Metrics in Machine Learning

Learn accuracy and ML evaluation metrics with simple Hinglish explanations, formulas, examples, and real-world use cases for better model performance.

machine-learning python data-science
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Apr 26, 2026 25 min read
Pandas

Pandas Data Manipulation: The Complete Guide (Part 2 — Indexing, GroupBy, Merge & Reshape)

Master Pandas data manipulation — loc/iloc, boolean filtering, GroupBy, merge/join, pivot tables, melt, string ops, and apply functions with real examples.

pandas groupby pandas merge pandas pivot table
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Apr 15, 2026 24 min read