How Human Data Annotations Shape Generative AI

Improved AI accuracy with high-quality labeled data
Reduced biases through human-verified annotations

Explore how human data #annotation is driving generative AI advancements:

https://shorturl.at/UzyHg

How Can You Benefit from Our Robotics Annotation Services

Accurate data annotation is the backbone of AI-driven robotics. From object recognition to motion tracking, precisely labeled hashtag#data enhances machine learning models, improving automation, efficiency, and real-world adaptability.

Discover how expert #annotation services can accelerate your robotics innovation:

https://www.hitechbpo.com/robotics-data-annotation.php

Boost Your ROI with Intelligent Annotation Outsourcing

Outsourcing image annotation helps AI companies scale efficiently. From autonomous vehicles to medical imaging, leveraging expert #annotation teams can accelerate project timelines and enhance model performance.

Discover how intelligent outsourcing can maximize your #AI success:

https://bit.ly/42sZLTo

Enhance AI with Accurate Text Annotation for News Articles

Our expertise in text annotation helped structure vast amounts of news #data for AI models, improving sentiment analysis, content categorization, and automated summaries. With precise labeling, we empower AI-driven insights for media intelligence and research.

Discover how our text #annotation services refine AI models: https://shorturl.at/cu71a

Pipeline release! nf-core/mag v3.4.0 - mag 3.4.0 - Green Gecko!

Please see the changelog: https://github.com/nf-core/mag/releases/tag/3.4.0

Introducing Vidformer: the ultimate solution for those who find #CV2 scripts too zippy and prefer to annotate videos at a glacial pace. With GitHub's latest buzzword salad, you'll wonder if you're coding or just playing a game of feature bingo.
https://github.com/ixlab/vidformer #Vidformer #GitHub #annotation #video #tools #featurebingo #HackerNews #ngated

Pipeline release! nf-core/sarek v3.5.1 - 3.5.1 - Akkatjåkkå!

Please see the changelog: https://github.com/nf-core/sarek/releases/tag/3.5.1

Pipeline release! nf-core/mag v3.3.1 - mag 3.3.1 - [2025-03-13]!

Please see the changelog: https://github.com/nf-core/mag/releases/tag/3.3.1

Does anyone know of a tutorial/guide that I could use to set someone up for marking up documents digitally while #reading?

Here's what I mean:
I have a lot of students who only/primarily read digitally. They don't have printers, typically won't print out sources.

I've learned to work with that in a lot of ways, but *in class* we mark up sources on paper regularly, and I encourage students to take this action and apply it in their own reading at home. So there's a disconnect between the physical practice in the classroom and how some students are likely to do things at home.

I have all sorts of annotation tools for digital stuff, and notetaking tools that include PDF markup tools, but what I'm looking for is a guide that sets someone up for doing digital scribbling naturally, just as part of everyday reading for coursework: the best software to use, but also best practices, ways to make it more natural, easier.

Does anything like that exist?

Quick design poll! The tool panel at the top: should I split it? With separate panels for image- (sharing, info, zoom, rotate) and drawing-related controls? Or put all into a single one? #annotation #iiif #ui

Can someone recommend a good conceptual/theoretical article on #Annotation in the #Humanities/#DigitalHumanities, particularly #ArtHistory/#DigitalArtHistory? So not about specific tools, vocabularies etc., but on the very act of annotation, its purpose and its status as an intellectual activity?

been pretty delighted with #obsidian lately, but just discovered the #annotation plugin (built on #hypothes.is) and am now quite thrilled with it

BOOK NEWS!!! My second book, "Remarkable Legacies," is now under contract with MIT Press. In this book I will read histories of #annotation and trace more participatory and just social futures written by the addition of notes to texts. My hope is that "Remarkable Legacies" helps readers—as annotators—reimagine traces tethered to multimodal texts as notes are transformed into sociopolitical narratives. You can read more about the book and follow my writing updates at: https://remikalir.com/remarkablelegacies/

Let's see if I get it right:
Hello strangers! here is a computational linguist (#annotation specialist), with a ba in #linguistics , partial ms in #computationallinguistics, and an ma in #mediastudies (when i researched #realism, #postmodernism, and #psychoanalysis in #feminist #documentaries ). Also #crazycatlady and soft #astrology enthusiast (sun in cancer)