SciPy Signal Processing

Category

Vibration / Condition Monitoring

Provider

SciPy

Type

course

Level

foundation

Topic

Vibration / Condition Monitoring

Track

Vibration / Condition Monitoring

Section

n/a

Format

n/a

Status

publishable

Commercial

unknown

Featured

no

Fast start

no

Sequence

n/a

Priority

n/a

Primary source

learning_paths

Sources

learning_paths, website_existing

ID

30b1b17fd2df0f70

PyWavelets Documentation

PyWavelets

Wavelet transforms for non-stationary vibration analysis and fault signatures.

PyOD (Python Outlier Detection)

PyOD

Baseline anomaly detection toolbox; useful for sensor/vibration monitoring.

CWRU Bearing Data Center

Case Western Reserve University

Bearing vibration/motor fault data + documentation for diagnosis pipelines.

NASA IMS Bearing Dataset (legacy)

NASA

Classic bearing vibration dataset for predictive maintenance / fault diagnosis.

IEEE PHM 2012 Data Challenge (Pronostia mirror)

Pronostia (GitHub mirror)

Pronostia bearing dataset mirror; classic RUL benchmark for condition-based maintenance.

XJTU-SY Bearing Dataset

XJTU / SumYoung (GitHub)

Run-to-failure bearing dataset for RUL modeling, sequence learning, and prognostics.

PHM Society Data Challenge (datasets)

PHM Society

Public PHM benchmark datasets; practice anomaly detection + remaining useful life.

Paderborn Bearing Dataset (Zenodo)

Paderborn University / Zenodo

Bearing fault dataset (Zenodo record); strong for feature extraction + baselines.

Awesome Bearing Datasets

github.com

Access: open. Curated index of public bearing/vibration datasets

SciPy Contributing Guide

SciPy

Upstream-quality scientific Python contribution practices.

Hugging Face Learn

Hugging Face

Covers transformers, LLMs, agents, CV, audio, RL, and more with modern tooling.

The Scientist and Engineer's Guide to DSP (free)

dspguide.com

Classic DSP foundations: filtering, FFTs, noise, and practical signal intuition.