ShubhamDataLabs

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Tutorials from real project work

No filler theory — every article comes from something I had to solve for a client or a student.

12 Pandas Tricks That Save Hours Every Week
Featured · Python

12 Pandas Tricks That Save Hours Every Week

Vectorised patterns, method chaining and memory tricks that make your analysis code faster and cleaner.

Shubham 8 min read
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12 Pandas Tricks That Save Hours Every Week
Python

12 Pandas Tricks That Save Hours Every Week

Vectorised patterns, method chaining and memory tricks that make your analysis code faster and cleaner.

Shubham 8 min read
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SQL Window Functions: The Practical Guide
SQL

SQL Window Functions: The Practical Guide

Running totals, rankings and moving averages explained with real analytics queries you can reuse today.

Shubham 10 min read
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How to Build a Churn Model Businesses Actually Use
Machine Learning

How to Build a Churn Model Businesses Actually Use

Choosing the right target, avoiding leakage and translating probabilities into retention actions.

Shubham 12 min read
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Power BI Performance: 9 Fixes for Slow Dashboards
Power BI

Power BI Performance: 9 Fixes for Slow Dashboards

Star schemas, aggregations and DAX habits that turn a sluggish report into an instant one.

Shubham 7 min read
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The Realistic Data Science Roadmap for 2026
Career

The Realistic Data Science Roadmap for 2026

A month-by-month plan covering Python, SQL, statistics, ML and the portfolio projects that get interviews.

Shubham 14 min read
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The Statistics Every Analyst Actually Needs
Statistics

The Statistics Every Analyst Actually Needs

Skip the theory overload and focus on the handful of tests and concepts that appear in real work.

Shubham 9 min read
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AI Agents for Analysts: Where They Help and Where They Don't
AI

AI Agents for Analysts: Where They Help and Where They Don't

A grounded look at automating data prep, documentation and reporting with LLM workflows.

Shubham 11 min read
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