PyOD (Python Outlier Detection)

Category

Vibration / Condition Monitoring

Provider

PyOD

Type

course

Level

build

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

1547dfd68ac89b3a

SciPy Signal Processing

SciPy

Filters, spectra, STFT/FFT, and core tools for vibration + frequency analysis.

PyWavelets Documentation

PyWavelets

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

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

PySDR: A Guide to SDR and DSP using Python

PySDR

Practical SDR + DSP workflows in Python with end-to-end examples.

CS50 AI: Introduction to Artificial Intelligence with Python

Harvard

Search, optimization, ML basics, and AI projects in Python.

MNE-Python

curated

EEG/MEG analysis; great starting point for neurotech tooling.