GIS-Wissen: Resampling / GIS knowledge: Resampling https://geoobserver.de/2025/04/03/gis-wissen-resampling/ #resampling #gistribe #gischat #fossgis #foss4g #OSGeo #spatial #geospatial #gis #geo #geoObserver pls RT

#statstab #293 The Bayesian Bootstrap

Thoughts: I need to think more on where bootstrapping makes sense in a bayesian setting. But here's a tutorial.

#stats #bayesian #bayes #bootstrap #resampling

https://towardsdatascience.com/the-bayesian-bootstrap-6ca4a1d45148/

Post-resampling probabilities often deviate from reality, leading to misguided decisions.

#smote #resampling #calibration

'Scalable Resampling in Massive Generalized Linear Models via Subsampled Residual Bootstrap', by Indrila Ganguly, Srijan Sengupta, Sujit Ghosh.

http://jmlr.org/papers/v25/23-0916.html

#bootstrap #subsampled #resampling

What J.R. Hartley did next

#YellowPages
#Flatbeat
#Resampling

Replaced the super-stupid "nearest neighbor" with some still pretty naive averaging, and yes, that's slightly better, but I guess I won't be happy with that ...

probably time to dig deeper into "good" #scaling (#resampling) algorithms

RT @raymondh@twitter.com Raymond Hettinger

Python tip: The examples in the random module provide a nice introduction to many useful techniques: bootstrapping, resampling statistics, simulations, and modeling.

For mastery, don't miss the Jake Vanderplas video and Peter Norvig's notebooks.

https://docs.python.org/3/library/random.html#examples

#python #tip #random #examples #standardlibrary #techniques #bootstrapping #resampling #statistics #simulations #modeling

My use case for this is taking #LogicProX projects that were originally recorded and/or mixed in 44.1kHz and #resampling the entire project to a higher sample rate, which gives #MIDI instruments and time-based effects such as #reverb and #delay the potential to have higher quality, even if lower quality #audio itself can't be upsampled.

#musician #producer #IndependentMusician #IndependentProducer

So there's a few quirks about #resampling #audio in #LogicProX

If you're trying to #resample you likely need to pull up the Project browser panel and use "Copy/Convert File(s)... ^K" under the Audio File drop-down menu and check "Change file reference in Project Audio"

I always make a New Alternative... in the File > Project Alternatives menu before making major changes that the undo button won't fix. This will save your project when it gets messed up.

#musician #producer #IndependentProducer

Session Loops updates DrumNet plugin with Deep Resampling https://rekkerd.org/session-loops-updates-drumnet-plugin-with-deep-resampling/

#drums #generator #PluginBoutique #resampling #Sale #VST

HoRNet Plugins launches ADDA vintage digital effect https://rekkerd.org/hornet-plugins-launches-adda-vintage-digital-effect/

#AAX #AU #BitCrusher #converter #dither #HoRNet #Lo-Fi #resampling #VST

TopoPyScale - A Python Package for Hillslope Climate Downscaling
--
https://doi.org/10.21105/joss.05059 <-- shared paper
--
#GIS #spatial #mapping #python #climatechange #development #energy #complexity #spatialanalysis #spatiotemporal #remotesensing #pythonfordatascience #model #modeling #global #reanalyses #resampling #topography #TopoPyScale #mountain #water #hydrology #hillslope #geomorphology #cryosphere #glacier #glacial #atmosphere #datadensity #landsurface #opensource

@Alice @jadonn
That was probably meant as a joke, but a good #SoundDesigner can make an entire track from nothing but one short #VocalSample, and you'd never know it.

The human voice has lots of great #textures and #harmonics that easily lend themselves to #SoundDesign techniques like #GranularSynthesis and #resampling. Add in a healthy dose of the usual effects (like #reverb, #delay, #chorus, #distortion, #repitch, etc.), and the possibilities are nearly limitless.

Sorry for the info dump; Sound design is one of my lifelong passions, and I can't help chiming in when someone brings up audio #sampling. I hope you at least found it somewhat interesting. 😅