---
id: 9521
title: "Machine Learning Series Chapter 1"
source_domain: specterops.io
source_url: "https://specterops.io/blog/2025/07/02/machine-learning-series-chapter-1/"
published_at: "2025-07-02T16:37:04Z"
tags: ["ai-security"]
phying_url: "https://phying.com/item/9521"
lang: en
---

# Machine Learning Series Chapter 1

## Summary

This article explores core machine learning concepts through Micrograd, a minimal autograd engine. It covers regression, classification, loss functions, gradients, and backpropagation with examples. Walk the readers through a neural network from scratch and train it step-by-step, observing how weights update and loss decreases.

## Intelligence Metadata

- **Sources:** specterops.io
- **Published:** 2025-07-02T16:37:04Z
- **Original:** https://specterops.io/blog/2025/07/02/machine-learning-series-chapter-1/
- **Phying News:** https://phying.com/item/9521