Collective Intelligence – Telegram
Collective Intelligence
@co_intelligence
742 subscribers
39 photos
1 video
32 files
438 links
Collective intelligence (CI) is shared or group intelligence that emerges from the collaboration, collective efforts, and competition of many individuals and appears in consensus decision making.
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Collective Intelligence
742 subscribers
Collective Intelligence
Forwarded from data.csv (Алексей Смагин)
Wall Street Journal выпустили увлекательное видео о том, как работают алгоритмы тиктока.

Они натренировали несколько десятков ботов с разными интересами, чтобы те смотрели определённые видео, и выяснили, что тиктоку хватает от 40 минут до 2 часов, чтобы построить персональную и удивительно точную ленту рекомендаций, основанную на том, что смотрит пользователь.

У алгоритма есть не очень приятная особенность. Тикток будет показывать вам не те видео, которые вам нравятся, а те видео, которые вы будете смотреть.
В некоторых случаях тикток может стать триггером для мрачных состояний — например, одного бота WJS натренировали для того, чтобы смотреть грустные видео, и вскоре его лента на 93% стала лентой депрессивных роликов.

Смотрите исследование:
https://youtu.be/nfczi2cI6Cs
180 views
Collective Intelligence
https://research.fb.com/blog/2021/08/when-do-recommender-systems-amplify-user-preferences-a-theoretical-framework-and-mitigation-strategies/
Meta Research
When do recommender systems amplify user preferences? A theoretical framework and mitigation strategies - Meta Research | Meta…
What the research is: Recommender systems have come to influence nearly every aspect of human activity on the internet, whether...
181 views
Collective Intelligence
https://medium.com/aixdesign/collective-algorithms-for-human-interaction-63c26faf4949
Medium
Collective Algorithms for Human Interaction
Discussing and speculating algorithms for community-building in an exploratory workshop at WUD Rome 2020
2.16K views
Collective Intelligence
Has examples how to calculate diversity and novelty
156 views
Collective Intelligence
https://github.com/microsoft/recommenders
GitHub
GitHub - recommenders-team/recommenders: Best Practices on Recommendation Systems
Best Practices on Recommendation Systems. Contribute to recommenders-team/recommenders development by creating an account on GitHub.
187 views
Collective Intelligence
https://github.com/jina-ai/jina
GitHub
GitHub - jina-ai/serve: ☁️ Build multimodal AI applications with cloud-native stack
☁️ Build multimodal AI applications with cloud-native stack - jina-ai/serve
178 views
Collective Intelligence
https://research.atspotify.com/neural-instant-search-for-music-and-podcasts/
Spotify Research
Neural Instant Search for Music and Podcasts - Spotify Research
Tl;dr: Music and podcast search are different, and a carefully designed multi-task model will be essential for search in modern audio streaming platforms. Spotify has a vast catalog of music and podcasts. It is so vast that without advanced search and recommendation…
161 views
Collective Intelligence
https://booking.ai/booking-com-recsys-2021-d65a1ee98cea?source=rss----4d265f07defc---4
Medium
Booking.com @ RecSys 2021
Booking.com’s mission is to make it easier for everyone to experience the world. By investing in the technology that helps take the…
190 views
Collective Intelligence
https://blog.youtube/inside-youtube/on-youtubes-recommendation-system/
blog.youtube
On YouTube’s recommendation system
How YouTube's recommendation system works: Understand how videos are suggested and how to optimize your content for discovery.
185 views
Collective Intelligence
Forwarded from novichkov.net (Alex Novichkov)
https://uxdesign.cc/a-comprehensive-list-of-human-computer-interactions-d72eaca2c0df
Medium
A comprehensive list of human-computer interactions
A review of the opportunities with humans, computers, and software.
194 views
Collective Intelligence
https://www.theinsaneapp.com/2021/03/system-design-and-recommendation-algorithms.html
Insane - TheInsaneApp.com
How To Build Recommendation Algorithms And System Designs
Learn How To Build System Design And Recommendation Algorithm Like Uber, YouTube, WhatsApp, Twitter, Amazon, Zomato, Netflix, etc.
188 views
Collective Intelligence
https://engineering.atspotify.com/2021/11/15/the-rise-and-lessons-learned-of-ml-models-to-personalize-content-on-home-part-i/
Spotify Engineering
The Rise (and Lessons Learned) of ML Models to Personalize Content on Home (Part I) - Spotify Engineering
162 views
Collective Intelligence
https://engineering.atspotify.com/2021/11/18/the-rise-and-lessons-learned-of-ml-models-to-personalize-content-on-home-part-ii/
Spotify Engineering
The Rise (and Lessons Learned) of ML Models to Personalize Content on Home (Part II) | Spotify Engineering
164 views
Collective Intelligence
https://openai.com/blog/api-no-waitlist/
Openai
OpenAI’s API now available with no waitlist
Wider availability made possible by safety progress.
186 views
Collective Intelligence
http://ai.googleblog.com/2021/11/predicting-text-readability-from.html
research.google
Predicting Text Readability from Scrolling Interactions
Posted by Sian Gooding, Intern, Google Research Illiteracy affects at least 773 million people globally, both young and old. For these individuals,...
204 views
Collective Intelligence
https://www.pinterestlabs.com
Pinterest Labs
The home of machine learning research and AI product innovation
185 views
Collective Intelligence
https://engineering.atspotify.com/2021/12/02/how-spotify-uses-ml-to-create-the-future-of-personalization/
Spotify Engineering
How Spotify Uses ML to Create the Future of Personalization - Spotify Engineering
201 views
Collective Intelligence
https://thedecisionlab.com/insights/technology/this-is-personal-the-dos-and-donts-of-personalization-in-tech/?utm_source=pocket_mylist
The Decision Lab
This is Personal: Do's & Don'ts of Tech Personalization | TDL - The Decision Lab
Personalization is the biggest trend in tech, and an omnipresent force in consumers' lives. But not all personalization is created equal.
208 views
Collective Intelligence
https://research.atspotify.com/multi-task-learning-of-graph-based-inductive-representations-of-music-content/
Spotify Research
Multi-Task Learning of Graph-based Inductive Representations of Music Content - Spotify Research
Music streaming platforms rely heavily on learning meaningful representations of tracks to surface apt recommendations to users in a number of different use cases. In this work, we consider the task of learning music track representations by leveraging three…
241 views
Collective Intelligence
Modeling Information Content Using Observable Behavior

https://terpconnect.umd.edu/~oard/pdf/asis01.pdf
297 views
Collective Intelligence
https://ai.googleblog.com/2021/06/using-variational-transformer-networks.html
blog.research.google
Using Variational Transformer Networks to Automate Document Layout Design
302 views