Web References

Predictive Modeling

DCASE (Detection and Classification of Acoustic Scenes and Events)

http://dcase.community/

MIR (Music information retrieval)

Librosa Audio and Music Signal Analysis in Python | SciPy 2015 | Brian McFee https://www.youtube.com/watch?v=MhOdbtPhbLU

Librosa: https://librosa.github.io/librosa/index.html examlpes: http://librosa.github.io/librosa_gallery/

Video Series on Audio Classification in Python https://www.youtube.com/watch?v=Z7YM-HAz-IY&list=PLhA3b2k8R3t2Ng1WW_7MiXeh1pfQJQi_P

DSP (Digital signal processing)

Python DSP

https://www.udemy.com/course/signal-processing/ https://pyroomacoustics.readthedocs.io/en/pypi-release/pyroomacoustics.bss.html

Correlation and Auto

How to Measure a Time Delay Using Cross Correlation ...: https://www.youtube.com/watch?v=L6YJqhbsuFY

Source Seperation

Parametric Analysis and Synthesis of Sound Scenes for Perceptual Spatial Audio Reproduction https://www.youtube.com/watch?v=RcRwNVpp-7w

ML on audio

Audio signal feature extraction and clustering https://medium.com/heuristics/audio-signal-feature-extraction-and-clustering-935319d2225

Seth Adams Youtube Deeplearning for Audio: https://www.youtube.com/user/seth8141/playlists

How To Build a Deep Audio De-Noiser Using TensorFlow 2.0 https://medium.com/better-programming/how-to-build-a-deep-audio-de-noiser-using-tensorflow-2-0-79c1c1aea299

Francesco Piscani Youtube Channel https://www.youtube.com/channel/UCCePBZB0vNDCZ6W4ESbaLhQ/videos

General signal processing

Mike X Cohen https://www.youtube.com/channel/UCUR_LsXk7IYyueSnXcNextQ/playlists

TensorFlow

Channel Jeff Heaton: great help with the CUDA and use cases of Keras and general deep learning https://www.youtube.com/channel/UCR1-GEpyOPzT2AO4D_eifdw

ML

scikit-learn

Introduction to novelty and outlier detection in scikit-learn https://scikit-learn.org/stable/modules/outlier_detection.html

towardsdatascience

Outlier Detection with Extended Isolation Forest https://towardsdatascience.com/outlier-detection-with-extended-isolation-forest-1e248a3fe97b

Gaussian Mixture Modelling (GMM) https://towardsdatascience.com/gaussian-mixture-modelling-gmm-833c88587c7f

Machine parts

YoutubeChannel: Engineering Mindset shows function of classic industrla machine parts we foudn it helpfull to get a feel for the machine parts of the porject https://www.youtube.com/channel/UCk0fGHsCEzGig-rSzkfCjMw pump : https://www.youtube.com/watch?v=TxqPAPg4nb4 valve: https://www.youtube.com/watch?v=-MLGr1_Fw0c Youtube example for linear slider: https://www.youtube.com/watch?v=uewMphsBamk fan: https://www.youtube.com/watch?v=dY6rzhXcVs8