#residual — Public Fediverse posts

Reproducing DeepSeek's MHC: When Residual Connections Explode

https://taylorkolasinski.com/notes/mhc-reproduction/

#HackerNews #Reproducing #DeepSeek #MHC #Residual #Connections #Explode #Deep #Learning #AI #Research

QGIS Trend Surface Generation
Processing Toolbox script to generate trend surface from point data
https://github.com/geosaber/trendsurf/wiki
#qgis #trend #surface #interpolation #regression #residual
💠 Applications in GIS
▫️ Regional slope detection
▫️ Geological trend identification
▫️ Climate pattern analysis
▫️ Pollution gradient mapping
▫️ Temperature surface generation
▫️ Precipitation trend analysis
hub.qgis.org/scripts

Who invented deep residual learning?

https://people.idsia.ch/~juergen/who-invented-residual-neural-networks.html

#HackerNews #Who #invented #deep #residual #learning? #residuallearning #deepneuralnetworks #machinelearning #AIhistory #innovation

#Data4GoodMonday
As promised last week, today: What is the #OLS method? 👉🧵

Questions about #statistics? Then feel free to post them in the thread! 👏

#data4good #datascience

1️⃣ #Residual
For each x-value there is a point on the regression line - the predicted value ŷ. The distance between this and the actual value y is called the residual.

2️⃣ #OLS
The "best fitting line" is found by minimizing exactly this distance. OLS minimizes the sum of squared residuals.

#Data4GoodMonday
This week: What is a #regression? 🤔⬇️

1️⃣ #Regression
statistical method to describe the #relationship between at least 2 variables. It only establishes #correlation, not #causality. A regression yields an #estimate, not an exact #prediction.

2️⃣ #Example
the higher the temperature, the more #icecream is sold. So there is a positive and linear relationship between the two #variables. The difference between a point and the line is called the #residual.

#data4good #datascience

Was sind residuale Klimarisiken?

#Residuale #Klimarisiken sind solche Klimarisiken, die nach #Risikoreduzierung durch #Anpassung und #Klimaschutz (#Minderung) verbleiben (IPCC, 2019).

Drei aktuelle Veröffentlichungen zu #Restrisiken:

• Bericht mit Zusammenfassung: https://bonn.social/@gerald_leppert/107378996947075899 & als PDF https://www.deval.org/fileadmin/Redaktion/PDF/05-Publikationen/Berichte/2021_Klima/DEval_Bericht_2021_Anpassung_an_Klimawandel_residuale_Risiken.pdf
• Policy Brief 1: https://bonn.social/@gerald_leppert/108774948707310665
• Policy Brief 2: https://bonn.social/@gerald_leppert/108876650968363710

#Klimakrise #Klimawandel #Klima #Risikomanagement #Schäden #residual #EZ #Klimaanpassung

Relevanz und #Wirksamkeit der deutschen #EZ im Umgang mit residualen #Klimarisiken steigern
#DEval Policy Brief von Leppert et al. (2022)

Die Steigerung von #Relevanz, #Effektivität & #Risikoabdeckung erfordert:
• Strategische Entwicklung des Portfolios für #Restrisiken
• Offenheit in Auswahl & Kombination der Instrumente
• Berücksichtigung der Bedürfnisse der Zielgruppen, z.B. bei der Gestaltung von #KlimaRisikoVersicherungen

https://www.deval.org/fileadmin/Redaktion/PDF/05-Publikationen/Policy_Briefs/2022_6_ResidualeKlimarisiken/DEvalPolicyBrief_6.22_ResidualeKlimarisiken_DE_barrierefrei.pdf

#Klimakrise #Klimawandel #residual #Klima

What are residual climate risks?

'#Residual #climate #risks' are defined as those #ClimateRisks that remain after risks have been reduced through #mitigation and #adaptation (IPCC, 2019).

See three recent publications on #residual #climate #risks:

• Report with summary: https://bonn.social/@gerald_leppert/108438851185416761

• Policy Brief 1: https://bonn.social/@gerald_leppert/108775006804844345

• Policy Brief 2: https://bonn.social/@gerald_leppert/108831177599250436

#ClimateChangeAdaptation #SocialRiskManagement #ClimateCrisis #ClimateChange #ResidualRisks #RemainingRisks

Increasing the Relevance and Effectiveness of Residual Climate #RiskManagement in #German #DevelopmentCooperation
#DEval Policy Brief by Leppert et al. (2022)

To increase #relevance, #effectiveness and #RiskCoverage requires:
• Strategic development of the #residual #climate #risk portfolio
• Openness in choice & combination of instruments
• Considering target groups' needs, i.e. when designing #ClimateRiskInsurance

https://www.deval.org/fileadmin/Redaktion/PDF/05-Publikationen/Policy_Briefs/2022_6_ResidualeKlimarisiken/DEvalPolicyBrief_6.22_ResidualClimateRisk_EN_barrierefrei_.pdf

#ClimateCrisis #ClimateChange #SocialRiskManagement

Strengthening residual #climate risk management in #German #DevelopmentCooperation
#DEval Policy Brief by Leppert et al. (2022)

• #Residual #ClimateRisks pose an increasing challenge and should be considered more systematically in #ClimateFinance.
• Increased use of #RiskPreparedness needed to maximise #ClimateChangeAdaptation and reduce #losses #damages.
• #Transformative #RiskManagement needs integrated approaches.

https://www.deval.org/fileadmin/Redaktion/PDF/05-Publikationen/Policy_Briefs/2022_5_ResidualeKlimarisiken/DEval_PolicyBrief_5.22_ResidualClimateRisk_EN_barrierefrei.pdf

#ClimateCrisis #ClimateChange #SocialRiskManagement

Livelihoods in #DevelopingCountries Threatened Despite #ClimateChangeAdaptation. In the new #DEval report, Leppert et al. assessed the relevance, effectiveness and #impacts of instruments for managing #Residual #ClimateRisks, such as #RiskPooling (#ClimateRiskInsurance), Third-party #RiskFinance, #RiskPreparedness and #Transformative #RiskManagement by #German #DevelopmentCooperation.

Full report:
https://www.deval.org/fileadmin/Redaktion/PDF/05-Publikationen/Berichte/2021_Klima/DEval_Bericht_2021_Evaluation_of_interventions_for_climate_change_adaptation_web.pdf

#ClimateCrisis #SocialRiskManagement #ClimateChange #Adaptation #Climate

UAG desarrolla métodos para limpiar el agua residual
https://www.tolucanoticias.com/2022/04/uag-desarrolla-metodos-para-limpiar-el.html
#water #agua #universidad #uag #limpiar #potable #residual #métodos #agriculture #agricultura #industria #noticias #news #méxico