#MAC #TríTuệNhiệt #Thunderbolt #GộpServer Clustering Mac Mini (Thunderbolt 4) có thể chậm 10x nhưng Thunderbolt 5+RDMA hứa hẹn tăng tốc 2x. Tối ưu hóa cluster phi chính thức (non-RDMA) đang được phát triển, phù hợp cho người sở hữu Mac base model. Tìm hiểu phần mềm mới & kiến thức về phân phối mô hình LLM. #CôngNghệ #AI #Optimize
*(#MAC #AI #Thunderbolt #Clustering Clustering Thunderbolt-4 Macs may incur 10x slowdown, but Thunderbolt-5 RDMA clusters boost speed 2x. Unofficial optimizations for
Data-driven empathy is the future of UX. Moving beyond the limitations of subjective persona creation, we now utilize clustering algorithms to uncover latent user patterns. This methodological shift ensures design decisions are rooted in empirical evidence rather than intuition. This guide at WebHeads United explores the technical frameworks for this synthesis. Refine your audience insights with algorithmic rigour.
https://webheadsunited.com/using-clustering-algorithms-persona-creation/
"Normalized mutual information is a biased measure for classification and community detection"
From blood tests to friend groups, normalized mutual information is widely used to assess similarity between classifications, outcomes, or labelings of data. Here the authors demonstrate systematic biases of this measure and propose a modification that eliminates them.
GaMAC: Открытая библиотека для автоматической кластеризации мультимодальных данных под GPU
На сегодняшний день не существует полноценного инструментария для кластеризации на графическом процессоре, что стало основным стимулом для создания универсальной библиотеки, способной автоматически решать задачи кластеризации данных различных представлений. Мы представляем GaMAC - библиотека автоматической оптимизации кластеризации с поддержкой с GPU.
https://habr.com/ru/articles/973364/
#кластеризация #clustering #мультимодальность #автоматическое_машинное_обучение #gpu #мультимодальная_кластеризация
When You Need Clustering or SVM Developers for ML Projects
Not sure when your ML project requires expert help? Clustering specialists and SVM developers can make a huge difference when working with complex datasets, uncovering hidden patterns, or building high-accuracy predictive models.
📌 Read the full article on the Amplework blog: https://www.amplework.com/blog/when-you-need-clustering-or-svm-developers/
#MachineLearning #Clustering #SVM #DataScienceExperts #MLProjects #AIEngineering #PredictiveModels #ScalableML #AIDevelopment
@raccoon granted, #Valve did already commit themselves to it being "open like a PC" so they can't sell at a loss. They at least need to break even in terms of cost to avoid businesses like datacenters to go: "Hey, that's pretty good!" and order like 1000+...
Behind the scenes of “beautiful scientific graphics”
If you think that clean, elegant visuals in scientific reports are produced in a couple of clicks — I’m here to disappoint you. 🙂
Here’s one of many failed attempts to visualize results based on thermodynamic modeling of geochemical processes.
Turning raw multidimensional data into something that a human reader can intuitively grasp is a separate challenge — with dozens of input parameters and only a few truly useful outcomes.
Good science is not only about computation, but also about communication.
#Geochemistry #DataViz #Rstats #Clustering #EnvironmentalModelling #ScienceCommunication #PHREEQC #WaterPollution #SvystunovaGully #Contamimation #Groundwater #Infographics #PCA #Thermodynamics
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