Nishant Banginwar

SRE → AI Platform / MLOps Engineer | Agentic AI and LLM evals for IT-services delivery ops | DevOps on Google’s Piper, billions of files | 10 yrs in production

Joined on Jul 27, 2026

Nishant Banginwar

Sep 2

Nine Algorithms Later, I Stopped Learning Algorithms

#machinelearning #datascience #sre #ai

9 min read

Nishant Banginwar

Aug 28

The Best Anomaly Detector I Know Optimizes Nothing

#machinelearning #ai #mlops #datascience

7 min read

Nishant Banginwar

Aug 25

Hierarchical Clustering Fails Beautifully

#ai #machinelearning #datascience #mlops

5 min read

Nishant Banginwar

Aug 21

PCA Deletes Your Quietest Signals First

#machinelearning #ai #devops #career

5 min read

Nishant Banginwar

Aug 18

DBSCAN Has No Loss Function. That's Not a Bug.

#machinelearning #ai #devops #datascience

5 min read

Nishant Banginwar

Aug 14

K-Means Doesn't Find Your Clusters. It Finds Its Own.

#ai #machinelearning #devops #career

4 min read

Nishant Banginwar

Aug 11

The Kernel Trick Is the Oldest Move in Engineering

#machinelearning #ai #devops #career

5 min read

Nishant Banginwar

Aug 7

Random Forest Is Horizontal Scaling for Predictions

#machinelearning #devops #ai #datascience

4 min read

Nishant Banginwar

Aug 4

Decision Trees Aren't Trained. They're Grown.

#machinelearning #ai #devops #career

3 min read

Nishant Banginwar

Jul 30

Logistic Regression Doesn't Make Decisions—Your Business Does

#machinelearning #aiengineering #mlops #sre

3 min read

Nishant Banginwar

Jul 27

The Algorithm Is the Last Decision You Make in Machine Learning

#ai #machinelearning #devops #career

3 min read

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Nishant Banginwar

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Nine Algorithms Later, I Stopped Learning Algorithms

The Best Anomaly Detector I Know Optimizes Nothing

Hierarchical Clustering Fails Beautifully

PCA Deletes Your Quietest Signals First

DBSCAN Has No Loss Function. That's Not a Bug.

K-Means Doesn't Find Your Clusters. It Finds Its Own.

The Kernel Trick Is the Oldest Move in Engineering

Random Forest Is Horizontal Scaling for Predictions

Decision Trees Aren't Trained. They're Grown.

Logistic Regression Doesn't Make Decisions—Your Business Does

The Algorithm Is the Last Decision You Make in Machine Learning