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LIDS professor Sertac Karaman and colleagues help autonomous vehicles see around corners
MIT engineers have developed a system for autonomous vehicles that senses tiny changes in shadows on the ... or supply deliveries could use the system to avoid hitting people. In a paper being presented at next week’s International ... are moving around environments with other moving objects or people, our method can give the robot an early warning that somebody is coming ...
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The too-smart-for-its-own-good grid
... to operate but tend to be more polluting, too. A 'heat map' depicting the rates charged by electricity producers on the ... however, shows that this policy could backfire. If too many people set appliances to turn on, or devices to recharge, when the price of ...
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What buyers want
... often rely on intuition in choosing which products, from a vast inventory, will sell best at stores across the nation. Now MIT spinout ... Using Celect software, the retailer’s analysts noticed people buying soccer shorts and certain watches in some stores were also buying ...
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Beyond Worst-Case Adversaries in Machine Learning
... to strong robustness guarantees in practical domains and for a wide range of applications, such as online learning, differential privacy, ... Her thesis titled Foundation of Machine Learning, by the People, for the People received the CMU School of Computer Science Dissertation ...
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Improving recommendation systems
... MIT News Recommendation algorithms are a vital part of today’s Web, the basis of the targeted advertisements that ... Similarly, ratings scales may vary between people. “Your three stars might be my five stars, or vice versa,” Shah ...
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Strengthening trust in machine-learning models
... increasingly powerful tools in data analysis, informing a range of critical decisions across disciplines and applications, from ... making this taxonomy, is that it really highlights where people are focusing. I think a lot of research naturally focuses on this level ...
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Statistics and Data Science Center holds inaugural conference
... and Data Science Center Day ( SDSCon ) at MIT highlighted a variety of research projects, including efforts to better understand gene ... SDSC as providing “a wide and common umbrella for people across the campus to come together and … make progress and learn from ...
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Automated method helps researchers quantify uncertainty in their predictions
A new technique can help researchers who use Bayesian inference achieve more ... top tennis players. “When you actually dig into what people are doing in the social sciences, physics, chemistry, or biology, they ... easier, then we can really make a difference to a lot of people in many different research areas,” says senior author Tamara ...
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Cracking open the black box of automated machine learning
... these systems and find ways to improve them. Designing a machine-learning model for a certain task — such as image classification, ... enough to use AutoML systems in the future. “We found people were more likely to use AutoML as a result of opening up that black box ...
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Learning on the edge
A machine-learning model on an intelligent edge device allows it to adapt to ... that process data to complete a task, such as recognizing people in photos. The model must be trained first, which involves showing it ... is very expensive because there are a lot of activations, so people tend to update only the last layer, but as you can imagine, this hurts ...