Fabrizio Musacchio · @pixeltracker
344 followers · 230 posts · Server sigmoid.socialThe #Wasserstein #metric (#EMD) can be used, to train #GenerativeAdversarialNetworks (#GANs) more effectively. This tutorial compares a default GAN with a #WassersteinGAN (#WGAN) trained on the #MNIST dataset.
π https://www.fabriziomusacchio.com/blog/2023-07-29-wgan/
#wasserstein #metric #emd #generativeadversarialnetworks #GANs #wassersteingan #wgan #mnist #machinelearning
Fabrizio Musacchio · @pixeltracker
338 followers · 223 posts · Server sigmoid.socialApart from #Wasserstein Distance (#EMD), other #metrics also play an important role in #MachineLearning tasks such as #clustering, #classification, and #InformationRetrieval. In this tutorial, you can find a discussion of five commonly used metrics: EMD, #KullbackLeiblerDivergence (KL Divergence), #JensenShannonDivergence (JS Divergence), #TotalVariationDistance (TV Distance), and #BhattacharyyaDistance.
π https://www.fabriziomusacchio.com/blog/2023-07-28-probability_density_metrics/
#wasserstein #emd #metrics #machinelearning #clustering #classification #informationretrieval #kullbackleiblerdivergence #jensenshannondivergence #totalvariationdistance #bhattacharyyadistance
Fabrizio Musacchio · @pixeltracker
338 followers · 223 posts · Server sigmoid.socialThe #Wasserstein distance (#EMD), sliced Wasserstein distance (#SWD), and the #L2norm are common #metrics used to quantify the βdistanceβ between two distributions. This tutorial compares these three metrics and discusses their advantages and disadvantages.
π https://www.fabriziomusacchio.com/blog/2023-07-26-wasserstein_vs_l2_norm/
#wasserstein #emd #swd #l2norm #metrics #OptimalTransport #machinelearning
Fabrizio Musacchio · @pixeltracker
338 followers · 223 posts · Server sigmoid.social
This tutorial takes a different approach to explain the #Wasserstein distance (#EMD) by approximating the #EMD with cumulative distribution functions (#CDF), providing a more intuitive understanding of the metric.
π https://www.fabriziomusacchio.com/blog/2023-07-24-wasserstein_distance_cdf_approximation/
#wasserstein #emd #cdf #OptimalTransport
Fabrizio Musacchio · @pixeltracker
331 followers · 219 posts · Server sigmoid.social
Calculating the #Wasserstein distance (#EMD) π can be computational costly when using #LinearProgramming. The #Sinkhorn algorithm provides a computationally efficient method for approximating the EMD, making it a practical choice for many applications, especially for large datasets π«. Here is another tutorial, showing how to solve #OptimalTransport problem using the Sinkhorn algorithm in #Python π
π https://www.fabriziomusacchio.com/blog/2023-07-23-wasserstein_distance_sinkhorn/
#wasserstein #emd #linearprogramming #sinkhorn #OptimalTransport #Python
Fabrizio Musacchio · @pixeltracker
321 followers · 215 posts · Server sigmoid.social
The #Wasserstein distance π, aka Earth Moverβs Distance (#EMD), provides a robust and insightful approach for comparing #ProbabilityDistributions π. Iβve composed a #Python tutorial π that explains the #OptimalTransport problem required to calculate EMD. It also shows how to solve the OT problem and calculate the EMD using the Python Optimal Transport (POT) library. Feel free to use and share it π€
π https://www.fabriziomusacchio.com/blog/2023-07-23-wasserstein_distance/
#wasserstein #emd #probabilitydistributions #Python #OptimalTransport
EURACTIV Energy & Environment · @euractiv_green
660 followers · 1467 posts · Server eupolicy.socialEuropean Parliament votes for minimal electricity market reform https://www.euractiv.com/section/electricity/news/european-parliament-votes-for-minimal-electricity-market-reform/?utm_source=dlvr.it&utm_medium=mastodon #Electricity #electricitymarket #electricitymarketdesign #EMD
#electricity #ElectricityMarket #electricitymarketdesign #emd
EURACTIV Energy & Environment · @euractiv_green
629 followers · 1320 posts · Server eupolicy.socialLetβs build a bridge until the renewables bonanza [Promoted content] https://www.euractiv.com/section/energy-environment/opinion/lets-build-a-bridge-until-the-renewables-bonanza/?utm_source=dlvr.it&utm_medium=mastodon #2030targets #electricitymarketdesign #EMD
#2030targets #electricitymarketdesign #emd
Ralf · @raider_mxd
13 followers · 1040 posts · Server social.tchncs.deRT @micha_bloss
++π½πππΌππππ: πππͺπ πππππ‘π£ πΓΌπ§ πππ£ ππ©π§π€π’π’ππ§π π©.+++
EU-Kommission legt mit Vorschlag zur #Strommarktreform die Erneuerbaren an die Leine. Kein Turbo fΓΌr Erneuerbare, sondern Bremsklotz - mit Geschenk an die Atomkraft. Mehrπ#EMD https://michaelbloss.eu/de/presse/themenhintergrund/strommarkt
Dandelion Hub · @dandelionhub
51 followers · 2079 posts · Server dhub.socialRT @micha_bloss
++π½πππΌππππ: πππͺπ πππππ‘π£ πΓΌπ§ πππ£ ππ©π§π€π’π’ππ§π π©.+++
EU-Kommission legt mit Vorschlag zur #Strommarktreform die Erneuerbaren an die Leine. Kein Turbo fΓΌr Erneuerbare, sondern Bremsklotz - mit Geschenk an die Atomkraft. Mehrπ#EMD https://michaelbloss.eu/de/presse/themenhintergrund/strommarkt
sk8punk · @sk8punk
180 followers · 11384 posts · Server social.anoxinon.deRT @micha_bloss
++π½πππΌππππ: πππͺπ πππππ‘π£ πΓΌπ§ πππ£ ππ©π§π€π’π’ππ§π π©.+++
EU-Kommission legt mit Vorschlag zur #Strommarktreform die Erneuerbaren an die Leine. Kein Turbo fΓΌr Erneuerbare, sondern Bremsklotz - mit Geschenk an die Atomkraft. Mehrπ#EMD https://michaelbloss.eu/de/presse/themenhintergrund/strommarkt
Elizenery · @lisettedeboer
180 followers · 1035 posts · Server mastodon.socialJoint letter by Germany, Denmark, Estonia, Finland, Luxembourg, Latvia and the Netherlands on priorities for a targeted #EU #electricity #market reform.
#EMD
https://www.permanentrepresentations.nl/documents/publications/2023/02/13/joint-letter-emd
Elchrich Elch · @ElchrichElch
214 followers · 59 posts · Server sueden.social
Okay, okay.
#dostodonnerstag
Gesehen in Pompano Beach/FL
#fotografie
#EMD
#dostodonnerstag #fotografie #emd
Rob Bellinger · @rbellinger
18 followers · 12 posts · Server mastodon.social
#NorfolkSouthern using every available inch of track. I was waiting for a lunch meeting in #Carrboro #northcarolina earlier this week when I was shocked to see this #gp38 heading right toward me. The crew used a pocket track at the old passenger station to run around their #train, then shoved coal loads into the #UNC power plant.
#railroad #americansouth #autumn #railroadphotography #wideangle #GalaxyS22 #freight #emd
#norfolksouthern #carrboro #northcarolina #gp38 #train #unc #railroad #americansouth #autumn #railroadphotography #wideangle #GalaxyS22 #freight #emd
Zack :mastodon: · @Zack101
47 followers · 136 posts · Server universeodon.comReady going, here for a good time
#starwars #emd #deephouse #dnb #horror #djing #serato #photograpy #beers #Tech #sports #Celtics
#introducton #starwars #emd #deephouse #dnb #horror #djing #serato #photograpy #beers #Tech #sports #celtics
zhvo · @Zhvo
132 followers · 49 posts · Server mastodon.art
πΊπ¦Mathieu Santostefano π¨βπ» · @welcomattic
90 followers · 4298 posts · Server framapiaf.org
RT @jfpoussard@twitter.com
π§Γtrange, #SanofiPasteur est en train d'abandonner le #NomDomaine #Vaccination #pointFR cf whois @afnic@twitter.com ci-aprΓ¨s.
Il risque d'avoir du monde pour rΓ©cupΓ©rer ce futur #ndd expirΓ© si #Sanofi ne le rΓ©active pas.
π¦π: https://twitter.com/jfpoussard/status/1478263574476771335
#COVID19 #seo #emd #sanofi #ndd #pointfr #vaccination #NomDomaine #SanofiPasteur
