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#regression

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Cet ouvrage expose différentes façons de répondre à un des problèmes #statistiques les plus courants : la #régression.
La présentation témoigne d’un réel souci pédagogique. Les commandes permettant le traitement des exemples avec #python figurent dans le corps du texte. Enfin chaque chapitre est complété par une suite d’exercices.
Cet ouvrage s’adresse à des étudiants de Master et d’écoles d’ingénieurs ainsi qu’aux chercheurs en sciences appliquées.
Plus d'info: buff.ly/0zCc4iF

Cet ouvrage expose différentes façons de répondre à un des problèmes #statistiques les plus courants : la #régression.
La présentation témoigne d’un réel souci pédagogique. Les commandes permettant le traitement des exemples avec #python figurent dans le corps du texte. Enfin chaque chapitre est complété par une suite d’exercices.
Cet ouvrage s’adresse à des étudiants de Master et d’écoles d’ingénieurs ainsi qu’aux chercheurs en sciences appliquées.
Plus d'info: buff.ly/0zCc4iF

Fortgeführter Thread

#1: "Unceded” is a statement of fact, not an opinion.
#2: Lawfulness of a conflict is a statement of fact, not an opinion.
#3: Funny how there are lots of other "moral" arguments that are ok... but not this one.
#4: Diversity, equity and inclusion isn't a “doctrine”, it's simple kindess, get over yourselves probably-white-entitled-man-children-professors

The brain rot and fight against reason and empathy is coming to Canada. RESIST!!

"The petitioners want the court to order the university to stop declaring it's on unceded Indigenous land, from making statements on the morality or lawfulness of the Israeli-Palestinian conflict and from requiring job applicants to declare support for "diversity, equity and inclusion doctrines." "

#CanPoli #CdnPoli #Authoritarianism #Regression #Fascism
cbc.ca/news/canada/british-col

CBCUBC professors taking school to court over 'political' actions by administration | CBC NewsA petition filed in B.C. Supreme Court Monday claims UBC is breaching the University Act through the use of Indigenous land acknowledgments, equity and inclusion initiatives and by taking positions on the Israeli-Palestinian conflict. 

Ich teile die Sorge und Verzweiflung, die Tracy Chapman im SPIEGEL-Interview äußert: »Da ich in den Siebzigerjahren aufgewachsen bin und von der Bürgerrechtsbewegung profitiert habe, zu einer Zeit, als sich die Dinge zum Besseren wandelten, hatte ich wohl die Erwartung, dass wir darauf weiter aufbauen würden.«

So kann man sich täuschen. 😞

spiegel.de/a-3718229a-53c3-4af

DER SPIEGEL · Singer-Songwriterin bricht jahrelanges Schweigen: Tracy Chapman hat noch immer die gleichen Sorgen wie mit 16Von DER SPIEGEL

On #regression models #rstats:

1) cleaning method for test data has more impact than for train data

2) best performance does not require same cleaning process in both test and training data

3) regression models should should test several test cleaning pipelines.

peerj.com/articles/cs-2793/

PeerJ Computer ScienceThe effects of mismatched train and test data cleaning pipelines on regression models: lessons for practiceData quality problems are present in all real-world, large-scale datasets. Each of these potential problems can be addressed in multiple ways through data cleaning. However, there is no single best data cleaning approach that always produces a perfect result, meaning that a choice needs to be made about which approach to use. At the same time, machine learning (ML) models are being trained and tested on these cleaned datasets, usually with one single data cleaning pipeline applied. In practice, however, data cleaning pipelines are updated regularly, often without retraining of production models. It is therefore common to apply different test (or production) data than the data on which the models were originally trained. The changes in these new test data and the data cleaning process applied can have potential ramifications for model performance. In this article, we show the impact that altering a data cleaning pipeline between the training and testing steps of an ML workflow can have. Through the fitting and evaluation of over 6,000 models, we find that mismatches between cleaning pipelines on training and test data can have a meaningful impact on regression model performance. Counter-intuitively, such mismatches can improve test set performance and potentially alter model selection choices.

What are Software Regressions and How do We Avoid them?

I'm back recording videos for the Testing Glossary Project.

lnkd.in/e6rD93FS

This video explores the anti-regression measures at our disposal.

My leadership in Testing online class: bit.ly/leadintest

The Testing Glossary Project playlist: lnkd.in/eMecDxPM

lnkd.inLinkedInThis link will take you to a page that’s not on LinkedIn
Antwortete im Thread

Es geht hier tatsächlich um einen Anti-AfD-Schriftzug mit Sprühkreide……

Regensburger Ermittlungsrichter ordnet DNA-Test an

„Einen solchen Beschluss hat ein Ermittlungsrichter am Amtsgericht Regensburg letzte Woche gegen eine 22-Jährige erlassen. Ohne vorherige Anhörung verfügte er, dass bei der jungen Frau ein sogenannter Mundhöhlenabstrich „und im Falle der Weigerung die Entnahme einer Blutprobe“ vorgenommen werden darf. Ebenso ordnete der Richter an, dass ihre Wohnung „zum Zweck der Entnahme von Körperzellen“ durchsucht werden darf. Dies stehe „in angemessenem Verhältnis zur Schwere der Tat“, heißt es in dem Beschluss…..“

regensburg-digital.de/wegen-an

www.regensburg-digital.deWegen Anti-AfD-Schriftzug mit Sprühkreide: Regensburger Ermittlungsrichter ordnet DNA-Test an„AfD-Verbot.de“ wurde anlässlich der Tagung der in weiten Teilen gesichert rechtsextremen Partei im Sorat-Insel-Hotel Mitte Januar rund um den Tagungsort gesprüht. Die Polizei schnappte eine Tatverdächtige. Der soll nun eine DNA-Probe entnommen werden.
#Regression#FckAfd#FckNzs
Fortgeführter Thread

I mean, logically, it should have been easier to:

1. map the President's brain

2. intend to learn something from the map

3. progress to a more complex mapping of the brain of Drosophila melanogaster.

Pallab Ghosh (Science Correspondent, BBC) offers an eloquent description of the fruit fly:

"They can walk, hover and the males can even sing love songs to woo mates - all this with a brain that’s tinier than a pinhead."

It's alleged that funding for (1) was not forthcoming due to the previously acknowledged lack of connections between sparse neurons; the consequent likelihood of government-funded research finding nothing useful on the map.

Antwortete im Thread

@data @datadon 🧵

How to assess a statistical model?
How to choose between variables?

Pearson's #correlation is irrelevant if you suspect that the relationship is not a straight line.

If monotonic relationship:
"#Spearman’s rho is particularly useful for small samples where weak correlations are expected, as it can detect subtle monotonic trends." It is "widespread across disciplines where the measurement precision is not guaranteed".
"#Kendall’s Tau-b is less affected [than Spearman’s rho] by outliers in the data, making it a robust option for datasets with extreme values."
Ref: statisticseasily.com/kendall-t

LEARN STATISTICS EASILY · Kendall Tau-b vs Spearman: Which Correlation Coefficient Wins?Discover why Kendall Tau-b vs Spearman Correlation is crucial for your data analysis and which coefficient offers the most reliable results.

A few days ago, the rsync package received important #security updates on several #Linux distributions. This update fixed serious and critical vulnerabilities.

Unfortunately the update also introduced a #regression, affecting scripts using rsync, including the widely used rsnapshot backup method.

claudiokuenzler.com/blog/1463/

Claudio Kuenzler · rsync security update introduced a regression on Debian and Ubuntu Linux (meanwhile fixed)Von Claudio Kuenzler

In a shocking #accessibility #regression, the TescoGroceries website no longer uses headings to show products, either in search results or on shelves. Without headings, screen reader users like myself can no longer navigate on a per-product basis. We now have to move by focusable control, which provides a lengthy and inconsistent way around that we've not had to use for the last decade. This can mean pressing "tab" or similar up to 5 times per product before adding it to my basket, reducing my efficiency accordingly. It's 2025 and we're still seeing ridiculous and 100% avoidable barriers to something as simple as the weekly grocery shop as blind people. Someone should be held accountable for releasing stupid code.