Shruti

@skeptical

AI through the lens of mathematics and the art of statistics.

Joined February 2026

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Making Sense of Machine Learningskeptical-machine-learning.hashnode.dev4 posts

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Recently published

SShrutiskeptical-machine-learning.hashnode.devApr 19 · 4 min read

How Context Shapes Learning

In our last article, we looked at the Learning of Machine. We saw how Mean Squared Error \((MSE)\) acts as a measure of regret and Gradient Descent acts as a compass to minimize that regret. But even

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SShrutiskeptical-machine-learning.hashnode.devMar 7 · 4 min read

In our last article, we saw how Mathematics builds the engine and Statistics draws the map. But a car with an engine and a map still needs a driver to actually navigate. In the world of Artificial Int

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SShrutiskeptical-machine-learning.hashnode.devFeb 8 · 3 min read

Algorithms

If Mathematics is the language and Statistics is the wisdom, Algorithms are the action. An algorithm is just a set of instructions the computer follows to solve a problem. In Machine Learning, these instructions use math to find patterns, and stats t...

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SShrutiskeptical-machine-learning.hashnode.devFeb 1 · 5 min read

Making Sense of Machine Learning

When we hear about “Artificial Intelligence” or “Machine Learning,” it often sounds like magic. We imagine a digital brain that simply “knows” things. But if you peel back the curtain, you’ll find two of the oldest disciplines in science working in c...

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Shruti

About

Available for

Shruti's blogs

Recently published

How Context Shapes Learning

The Driver in the Machine

Algorithms

Making Sense of Machine Learning

Shruti

About

Available for

Shruti's blogs

Recently published

How Context Shapes Learning

The Driver in the Machine

Algorithms

Making Sense of Machine Learning

Shruti

About

Available for

Shruti's blogs

Recently published

How Context Shapes Learning

The Driver in the Machine

Algorithms

Making Sense of Machine Learning

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Shruti

About

Available for

Shruti's blogs

Recently published

How Context Shapes Learning

The Driver in the Machine

Algorithms

Making Sense of Machine Learning