Animated charts show the results of a machine learning model that predicts the best depression drugs for a patient.
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Which Drug Helps Your Depression?: AI System Matches Patients With the Right Depression Drug

Deep learning can predict how patients will respond to two antidepressant medicines.
Animation showing how the Facebook algorithm awards points to a post
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How Facebook Fills the Feed: Leaked Documents Show How Facebook's Algorithm Works

Facebook’s recommendation algorithm is a closely guarded secret. Newly leaked documents shed light on the company’s formula for prioritizing posts in an individual user’s feed.
Animations that shows how the Google Search Algorithm works with Multimodal AI
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Search Goes Multimodal: Google Upgrades its Search Algorithm with Multimodal AI

Google will upgrade its search engine with a new model that tracks the relationships between words, images, and, in time, videos — the first fruit of its latest research into multimodal machine learning and multilingual language modeling.
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The Social Nightmare: Facebook Whistleblower Exposes How Company Harms Users

Scrutiny of Facebook intensified after a whistleblower leaked internal research showing the company has known that its ongoing drive to engage users has harmed individuals and society at large.
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Rules for Recommenders: China Bans Harmful Recommendation Algorithms

China moved toward a clamp down on recommendation algorithms.What’s new: China’s internet regulatory agency proposed rules that include banning algorithms that spread disinformation and threaten national security.
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Bespoke Models on a Grand Scale: How FreshWorks uses AI to build products for sales teams.

When every email, text, or call a company receives could mean a sale, reps need to figure out who to reply to first. Machine learning can help, but using it at scale requires a highly automated operation.
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The Coming Crackdown: The 2021 draft version of the European Union's AI Act

The European Union proposed sweeping restrictions on AI technologies and applications. The executive arm of the 27-nation EU published draft rules that aim to regulate, and in some cases ban, a range of AI systems.
Semantic Similarity Video Retrieval (SVR) working
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Toward Better Video Search: An NLP system for improved video search

Researchers at the University of Bristol led by Michael Wray propose a new benchmark, Semantic Similarity Video Retrieval (SVR), that evaluates video retrieval systems by their ability to rank many similar videos. They also built a system that performed well on it.
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Social Engagement vs. Social Good: The builder of Facebook's algorithm talks bias.

Facebook’s management obstructed the architect of its recommendation algorithms from mitigating their negative social impact. The social network focused on reining in algorithmic bias against particular groups of users at the expense of efforts to reduce disinformation.
Screen captures of AI Incident Database, a searchable collection of reports on the technology’s missteps
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Cataloging AI Gone Wrong: The AI Incident Database tracks machine learning mistakes

A new database tracks failures of automated systems including machine learning models. The Partnership on AI, a nonprofit consortium of businesses and institutions, launched the AI Incident Database, a searchable collection of reports on the technology’s missteps.
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Retailers Adjust to the Pandemic: How Chinese retailers used AI to rebound from Covid-19

Covid-19 wreaked havoc with models that predict retail sales — but China’s biggest annual e-commerce event showed that they’re back in business.
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GPT-3 Is No MD: GPT-3 lacks medical problem solving skills.

The world’s most sophisticated language model won’t replace your doctor anytime soon. Researchers at Nabla, an AI-enabled healthcare platform, found that GPT-3 lacks the logical reasoning skills to be a useful medical chatbot.
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YouTube vs. Conspiracy Theorists: How YouTube uses AI to spot conspiracies

Facing a tsunami of user-generated disinformation, YouTube is scrambling to stop its recommendation algorithm from promoting videos that spread potentially dangerous falsehoods.
Information and data related to Category-based Subspace Attention Network (CSA-Net)
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Which Shoes Go With That Outfit?: An AI with fashion sense assembles outfits.

Need a wardrobe upgrade? You could ask the fashion mavens at Netflix’s Queer Eye — or you could use a new neural network. Researchers at Amazon propose Category-based Subspace Attention Network (CSA-Net) to predict and retrieve compatible garments and accessories that complement one another.
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Algorithms Choose the News: MSN news service replaces some human editors with AI.

Machines took another step toward doing the work of journalists. Microsoft laid off dozens of human editors who select articles for the MSN news service and app. Going forward, AI will do the job.

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