In the study, the authors focused on two types of deep classifiers: fully connected deep networks and convolutional neural networks (CNNs).\nA previous study examined the structural properties that develop in large neural networks at the final stages of training.\nCo-author and MIT McGovern Institute postdoc Akshay Rangamani states, “Our analysis shows that neural collapse emerges from the minimization of the square loss with highly expressive deep neural networks.\nThus far, the fact that CNNs and not dense networks represent the success story of deep networks has been almost completely ignored by machine learning theory.\nInstead, the theory presented here suggests that this is an important insight in why deep networks work as well as they do.
"}}}},{"node":{"postTitle":"Man connected with deadly New York shooting arrested in east Charlotte","slug":"man-connected-with-deadly-new-york-shooting-arrested-in-east-charlotte","publishDate":"2023-03-09 10:12:39.231000+00:00","createdLocal":"2023-03-09 14:30:56.690401","feedName":"Connected Car","postSummary":{"childMarkdownRemark":{"html":"CHARLOTTE — A 20-year-old man connected with the shooting death of a 15-year-old boy on Jan. 19 in the Bronx, New York, was arrested Wednesday in east Charlotte, authorities said.\nJamir Scarboro was apprehended at a home on Mossborough Court, which is near Lawyers Road in east Charlotte, according to the U.S.\nScarbro was wanted by the New York City Police Department in the killing of Josue Lopez-Ortega.\nThe shooting happened near the Police Athletic League’s South Bronx Center.\nVIDEO: Authorities: Rowan Co. fugitive identified by neck tattoo, arrested in ConnecticutAuthorities: Rowan Co. fugitive identified by neck tattoo, arrested in Connecticut©2023 Cox Media Group
"}}}},{"node":{"postTitle":"Autonomous Vehicles Might Only Add to Climate-Harming Emissions","slug":"autonomous-vehicles-might-only-add-to-climate-harming-emissions","publishDate":"2023-03-08 21:18:00+00:00","createdLocal":"2023-03-09 14:30:56.187623","feedName":"Autonomous Vehicle News","postSummary":{"childMarkdownRemark":{"html":"A recent paper by MIT researchers predicts that by 2050, the energy consumption and emissions of autonomous vehicles (AVs) will be comparable to that of data centers today, which is 1 percent of global energy consumption and 0.3 percent of global emissions.\nIn particular, it’s the smart sensors built into AVs that the researchers think could seriously add up.\nEach of these cameras is composed of a neural network that is constantly analyzing visual input to ensure the vehicle’s safety.\nBy 2022, the global electricity consumption of Bitcoin mining was between 0.4 and 0.9 percent of global consumption.\nThis puts it just ahead of the current 0.3 percent global energy consumption of data centers and the predicted 2050 energy consumption of AVs, and on par with the country of Argentina.
"}}}},{"node":{"postTitle":"Pimloc launches CloudConnect API to protect enterprise video capture from privacy risks","slug":"pimloc-launches-cloudconnect-api-to-protect-enterprise-video-capture-from-privacy-risks","publishDate":"2023-03-08 20:49:18+00:00","createdLocal":"2023-03-09 14:30:56.092526","feedName":"Image Recognition","postSummary":{"childMarkdownRemark":{"html":"UK-based privacy technology company Pimloc has unveiled the launch of its CloudConnect API for secure video redaction, aimed at mitigating the risk posed by a rise in enterprise video capture.\nAccording to Allied Market Research, the video analytics market may reach $20.80 billion by 2027.\nFor example, it enables automated bulk upload, anonymization and download of large-scale image and video files for responsible video analytics.\nAccording to Pimloc, this can reduce the time to anonymize large video data sets from days to minutes.\nArticle Topicsanonymization | data privacy | enterprise | Pimloc | redaction | video analytics | video surveillance
"}}}},{"node":{"postTitle":"3 arrested near Mass. day care after pursuit connected to NH robbery","slug":"3-arrested-near-mass-day-care-after-pursuit-connected-to-nh-robbery","publishDate":"2023-03-09 04:13:00+00:00","createdLocal":"2023-03-09 14:30:55.970386","feedName":"Connected Car","postSummary":{"childMarkdownRemark":{"html":"But that pursuit was terminated after it entered congested roadways.State police said the suspect vehicle was found to be stopped on Meetinghouse Hill Road in Sterling.\nNo one inside that day care was hurt.Officers and K-9s were seen searching around the grounds of Little Ones Child Care.The suspects were identified late Wednesday night as 20-year-old Isaiah Graham, 21-year-old Lacine Cisse and 20-year-old Aguibou Karambe, all of New York, New York.\nAll three have been charged with receiving stolen property worth more than $1,200.State police officials said Graham, Cisse and Karambe will likely be arraigned Thursday in Clinton District Court.\nIt is unclear if state police will be filing additional charges and local police departments in Massachusetts may file motor vehicle charges since several departments were involved in the pursuit.\nLondonderry police, however, said no weapon was used or threatened to be used during the robbery.
"}}}},{"node":{"postTitle":"New insights into training dynamics of deep classifiers","slug":"new-insights-into-training-dynamics-of-deep-classifiers","publishDate":"None","createdLocal":"2023-03-09 14:30:55.534993","feedName":"Image Recognition","postSummary":{"childMarkdownRemark":{"html":"In the study, the authors focused on two types of deep classifiers: fully connected deep networks and convolutional neural networks (CNNs).\nA previous study examined the structural properties that develop in large neural networks at the final stages of training.\nCo-author and MIT McGovern Institute postdoc Akshay Rangamani states, “Our analysis shows that neural collapse emerges from the minimization of the square loss with highly expressive deep neural networks.\nThus far, the fact that CNNs and not dense networks represent the success story of deep networks has been almost completely ignored by machine learning theory.\nInstead, the theory presented here suggests that this is an important insight in why deep networks work as well as they do.
"}}}},{"node":{"postTitle":"Ford rejoins autonomous driving race as competition heats up","slug":"ford-rejoins-autonomous-driving-race-as-competition-heats-up","publishDate":"None","createdLocal":"2023-03-09 14:30:55.508758","feedName":"Autonomous Vehicle News","postSummary":{"childMarkdownRemark":{"html":"This week Ford established Latitude AI, a wholly owned subsidiary to develop what it calls a “hand-free, eyes off driver assist system” for its next-generation vehicles.\nThe team will be working with data from Ford’s BlueCruise system, which has accumulated more than 50 million miles of driving data to work from.\nFord’s executive director of advanced driver assistance technologies (ADAS) – Sammy Omari – will serve as the CEO of Latitude.\nCompanies dedicated to developing their own autonomous driving systems without the vehicle have had a rough year.\nThe end goal to all this research and development will be adaptive full self-driving capabilities that work outside of specific metropolitan areas.
"}}}},{"node":{"postTitle":"QPD detains man connected to shots-fired incident","slug":"qpd-detains-man-connected-to-shots-fired-incident","publishDate":"2023-03-09 00:00:00","createdLocal":"2023-03-09 14:30:55.431453","feedName":"Connected Car","postSummary":{"childMarkdownRemark":{"html":""}}}}]}},"pageContext":{"limit":8,"skip":4800,"homeNumPages":1077,"currentPage":601}}}