Goalkeeper
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Game Changer: Top football clubs are using AI to improve performance.

Football clubs are turning to computer vision for winning insights. Acronis, a Swiss cloud storage and security company, offers AI services designed to give a boost to some of the world’s top football clubs (soccer teams, to Americans), Wired reported.
Images containing various atlas and graphs
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Underwater Atlas: Deep learning helps scientists map undersea ecosystems.

The ocean contains distinct ecosystems, but they’re much harder to see than terrestrial forests or savannas. A new model helps scientists better understand patterns of undersea life, which is threatened by pollution, invasive species, and warming temperatures.
Data and graphs related to a method that synthesizes extracted features of underrepresented classes
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Augmentation for Features: A technique for boosting underrepresented data classes

In any training dataset, some classes may have relatively few examples. A new technique can improve a trained model’s performance on such underrepresented classes. Researchers introduced a method that synthesizes extracted features of underrepresented classes.
Pumpjacks extracting oil during sunset
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Do Oil and Algorithms Mix?: Amazon, Google, and Microsoft built AI tools for big oil.

Amazon, Google, and Microsoft are developing machine learning tools for the fossil fuel industry even as they pledge to limit greenhouse gas emissions.
Supermarket empty shelves
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New Behaviors Derail Old Training: How Covid-19 impacted the AI behind online shopping

The pandemic has radically altered online shopping behavior, throwing a wrench into many AI systems. AI inventory trackers, recommendation algorithms, and fraud detection systems trained on pre-pandemic consumer behavior have been flummoxed by the different ways people now browse, binge, and buy.
Colorful chemical fragments bind to the main protease of the SARS-CoV-2 virus
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Crowdsourcing a Cure: Covid Moonshot, the crowdsourced effort to find a cure

Researchers are drawing up blueprints for drugs to fight Covid-19. Machine learning is identifying those most likely to be effective. Covid Moonshot, an international group of scientists in academia and industry, is crowdsourcing designs for molecules with potential to thwart the coronavirus.
Data related to reinforcement learning and optimization of worker productivity and income equality
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Taxation With Vector Representation: A reinforcement learning approach to better tax policy

Governments have struggled to find a tax formula that promotes prosperity without creating extremes of wealth and poverty. Can machine learning show the way?
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Triage for Pandemic Patients: Complications AlgoMarker measures a patient's Covid risk.

Israeli and American hospitals are using an algorithm to flag individuals at high risk for Covid-19 complications.
Data and information related to people detection in a room with a Wi-Fi router
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Room With a View: AI detects humans from Wi-Fi disturbances.

Your body disturbs Wi-Fi signals as you move through them. New research takes advantage of the effect to recognize the presence of people. Yang Liu and colleagues at Syracuse University detected people in a room with a Wi-Fi router by analyzing the signal.
Graphs and data related to Scan2Plan, a model that segments 3D scans of empty indoor spaces into floor plans
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Finding a Floor Plan: Scan2Plan helps vacuum robots create interior maps.

Robot vacuum cleaners are pretty good at navigating rooms, but they still get stuck in tight spaces. New work takes a step toward giving them the smarts they’ll need to escape the bathroom.
Information related to machine learning and Covid-19
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First, Make No Harmful Models: Many AI systems for Covid-19 used biased data.

Researchers have rushed out a battery of AI-powered tools to combat the coronavirus, but an assessment of dozens of models is a wake-up call for machine learning engineers.
Information related to a convolutional neural network that predicts corn yields in fields
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AI on the Cob: An AI system predicted crop yields.

Deep learning research is harvesting better ways to manage farms. A convolutional neural network predicted corn yields in fields across the U.S. Midwest.
Precision Health Toilet illustration
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A Neural Net in Every Bathroom: A smart toilet uses AI to monitor waste for signs of disease.

It’s time to stop flushing valuable data down the toilet. The Precision Health Toilet, a suite of sensors that attach to an ordinary commode, monitors human waste for input for signs of disease. It identifies individual users by scanning where the sun doesn’t shine.
Illustration of doctor sheets and a pencil
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Data — From Patient to Health Record: AI automatically fills out electronic health records.

Doctors are overwhelmed by clerical work. Healthcare-savvy voice assistants are picking up the slack.
Eric Topol illustration
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A Visionary Doctor Prescribes AI: Dr. Eric Topol makes the case for AI in medicine.

Eric Topol is one of the world’s leading advocates for AI in medicine. Below he shares his insights into the fusion of AI and medicine and advice for machine learning engineers who want to get involved.

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