Weak supervision - Strong results! 💪

Smith and team introduce Perturbational Metric Learning (PeML) to extract biological relationships from noisy high-throughput perturbational datasets.

Team effort from preLighters Benjamin Dominik Maier & Anna Foix Romero – read their preLight! 👀

#preLight 👉 https://prelights.biologists.com/highlights/similarity-metric-learning-on-perturbational-datasets-improves-functional-identification-of-perturbations/

#bioinformatics #SystemsBiology #clustering #correlations #gsea #MachineLearning

Bitcoin (BTC) Slides Back Below $30K, But Should Pump if These Correlations Re-emerge - Bitcoin (BTC), the cryptocurrency that powers the world’s largest decentralized cryptogra... - https://cryptonews.com/news/bitcoin-btc-slides-back-below-30k-but-should-pump-if-these-correlations-re-emerge.htm #correlations #bitcoinnews #bitcoin #btc #dxy

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In a more recent work [5], the authors tested LLMs on *pure* #causalInference tasks, where all variables are now symbolic (screenshot 1). They constructed systematically a dataset starting by picking variables, to generating all possible #causalGraphs, to finally mapping all possible statistical #correlations. They then “verbalize” these graphs into problems for LLMs to solve for a given causation hypothesis (screenshot 2).

#Paper #NLP #NLProc #Causation #CausalReasoning #research

🎉 The replay of our webinar 'Detect vulnerabilities in your AI models' is now available! 🎥🍿

Detect #biases, #data leakage, spurious #correlations, and confidence issues, using our #Python #library and x2 your #ML #workflow.

Happy learning! 🚀🔬
https://gisk.ar/3Xv0QHn

#NowPlaying #correlations @CastlesInSpace

Giskard 1.4 is out! What's new in this version? ⭐

🔪 With Giskard’s new Slice feature, we introduce the possibility to identify business areas in which your #AI models underperform. This will make it easier to debug performance #biases or identify spurious #correlations. We have also added an export/import feature to share your projects, as well as other minor improvements.

https://www.giskard.ai/knowledge/new-version-giskard-1-4

I was reading an #article whose authors made and validated an index for professional prestige! They provided the OP scores for the fields and then listed the 15 top #occupations with highest and lowest mean prestige scores (table).
Below is the gist of the #correlations

• #interpersonal is not strongly correlated with the prestige (no relationship).
• Critical thinking is strongly related with the prestige.
• Physical is slightly negatively correlated with the prestige.

Not fair at all 🥸

CiS-SL018 & 021 . . by my maths . . Colin at Castles must be well past the 25,000 records packed & packaged up by hand stage & I figure a few paper cuts along the way . . these first to drop in ‘023 . . #Correlations #Protodroids #afp #castlesinspace . . thanks Colin . . you packing more tonight or off to your yacht . . ?

PhD opportunity in my group of Statistical #Physics of #Complex #Systems at Coventry University.

Interested in #graphs, #networks and #algorithms? Join us to study a new #ensemble of complex networks focusing on #correlations, and determine its relations to the degree-sequence and degree-distribution ensembles, to discover mesoscopic drivers in the #evolution of complex systems.

Please boost widely and feel free to send to possible interested candidates.

https://www.jobs.ac.uk/job/CWC667/phd-studentship-correlation-ensembles-in-complex-networks

@sjbucks @twiseq #Correlations

Yeah, I feel dumb.. I just tried this so many times before, always the same. Nobody cares.

I sought all my life people who understand, what I learned through my #psychedelic journeys, who actually realize I am not #schizophrenic, but sometimes have to miscalculate, when the analysis of #correlations yields to #ideasofreference.

The last revision is the only one that counts.

But I am soooo different... like... If my #dopamin receptors would work, would I be a respected member of #society then?

Quan people: I just found a fun #game about #correlations on https://guessthecorrelation.com/ designed by a PhD student.

Quan people: I just found a fun #game about #correlations on https://guessthecorrelation.com/ designed by a PhD student.