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Reedam Choudhary

Decoding brains, crafting code, and telling stories in between.

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Tag: variance

Why Your ML Model Performs Great on Training Data but Fails in Real Life

Posted on May 23, 2026May 29, 2026 by reedamchoudhary

You trained a model, Accuracy- 98.1%. You test it on real data, the accuracy drops to 62%. And then you dare to blame it on the already known random nature of the real world data. While you don’t want to believe that the culprit is not the data, rather your own model. Let me introduce…

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Variance vs. Standard Deviation: The Drama Queens of Data

Posted on June 18, 2025June 18, 2025 by reedamchoudhary

Picture This: You and your group of friends go out for coffee every weekend. Everyone usually orders a cappuccino for ₹150. But one week, someone shows up with a ₹500 matcha-latte-sprinkled-with-moon-dust. The bill soars, your wallet cries, and suddenly… your group’s “vibe” feels off. That, dear reader, is variance creeping in. Let’s break it down…

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I turn data into stories, neurons into poems, and caffeine into code. Forever chasing knowledge, clarity, and the occasional good thriller.

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