# luispedro/BuildingMachineLearningSystemsWithPython

Source Code for the book Building Machine Learning Systems with Python

Repository: https://github.com/luispedro/BuildingMachineLearningSystemsWithPython
Canonical: https://ross.abutalabs.com/products/buildingmachinelearningsystemswithpython
Homepage: http://www.packtpub.com/building-machine-learning-systems-with-python/book
Language: Python
License: MIT
License Family: permissive
Last push: 2020-12-24T20:06:58+00:00

## Health v2 (maintenance only)
Score: 32/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 0, release rhythm 35, longevity 100
- inputs: {"age_days": 4725, "days_push": 2078, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: no_releases
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 2133, forks 1410 (observed 2026-08-28T04:06:17.324423+00:00)

## What it is
Source code repository accompanying the book 'Building Machine Learning Systems with Python' (2nd edition) by Luis Pedro Coelho and Willi Richert. It contains Python example code demonstrating machine learning techniques from the book's chapters.

## Use cases
- learn machine learning with Python through book examples
- find working code for ML book chapters
- study classic ML techniques like clustering and recommendation
- follow along with a machine learning textbook
- get example code for scikit-learn projects

## When to choose
- you are reading or studying the book and want its code
- you want beginner-friendly ML examples in Python
- you prefer learning from a structured textbook with runnable code

## When to avoid
- you need a production ML library or framework
- you want up-to-date code for current Python/ML versions
- you need modern deep learning examples

## Facets
- artifact type: learning-resource
- maturity: maintenance
- function: machine-learning, data-science, nlp, computer-vision
- domain: machine-learning, tutorials, data-science
- platform: python, cross-platform
- tags: book-source-code, packt, examples, educational, python

## Member repositories
- luispedro/BuildingMachineLearningSystemsWithPython (main) score 32

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:06:17.324423+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T02:52:00.243387+00:00, confidence not recorded.
  - readme: https://github.com/luispedro/BuildingMachineLearningSystemsWithPython (fetched 2026-08-28T04:06:17.324423+00:00, sha cb539b8b4417)
- Data as of 2026-08-30T08:39:29.467469+00:00.