---
title: "Machine learning workflow"
url: https://manishshivanandhan.com/topics/machine-learning/
description: "The plain mechanics either side of the model: preparing columns so they compare fairly, reading the result honestly, and picking the lighter tool when it fits."
published: 2026-05-21
updated: 2026-05-21
---

# Machine learning workflow

Published 2026-05-21

topic category · 4 notes filed here

The plain mechanics either side of the model: preparing columns so they compare fairly, reading the result honestly, and picking the lighter tool when it fits.

## Notes in this topic

1. [Feature scaling before fitting](https://manishshivanandhan.com/notes/feature-scaling-before-fitting/)
2. [Reading a confusion matrix](https://manishshivanandhan.com/notes/reading-a-confusion-matrix/)
3. [Overfitting and regularisation](https://manishshivanandhan.com/notes/overfitting-and-regularisation/)
4. [Choosing a Python ML workflow](https://manishshivanandhan.com/notes/choosing-a-python-ml-workflow/)

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