This document summarizes a research paper that proposes a technique called Stable Rank Normalization to improve generalization in neural networks and GANs. The technique aims to reduce the Lipschitz constant of neural networks by normalizing the stable rank of the weight matrices. The stable rank is a measure of how many effective dimensions a matrix has. Normalizing it makes networks less sensitive to certain parameter settings. The paper shows experimentally that stable rank normalization improves generalization on image recognition and GAN tasks without affecting performance.
文献紹介:TSM: Temporal Shift Module for Efficient Video UnderstandingToru Tamaki
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Ji Lin, Chuang Gan, Song Han; TSM: Temporal Shift Module for Efficient Video Understanding, Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2019, pp. 7083-7093
https://openaccess.thecvf.com/content_ICCV_2019/html/Lin_TSM_Temporal_Shift_Module_for_Efficient_Video_Understanding_ICCV_2019_paper.html
文献紹介:TSM: Temporal Shift Module for Efficient Video UnderstandingToru Tamaki
?
Ji Lin, Chuang Gan, Song Han; TSM: Temporal Shift Module for Efficient Video Understanding, Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2019, pp. 7083-7093
https://openaccess.thecvf.com/content_ICCV_2019/html/Lin_TSM_Temporal_Shift_Module_for_Efficient_Video_Understanding_ICCV_2019_paper.html
An Analysis of Convolution for InferenceIntel Nervana
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Scott Gray presents at the 2016 ICML conference. Scott Gray went over various ways of computing convolution in the workshop on "On-device Intelligence".
The document discusses the 10-seat restaurant Ultraviolet in Shanghai, China. It is run by French chef Paul Pairet and combines cutting-edge cuisine with advanced technology and sensory design. The restaurant aims to enhance the dining experience and "psycho taste" through controlled factors like lighting, sound, scent and more. It describes the restaurant's secret location, 20-course tasting menu, and the extensive technology integrated throughout the space in concealed ways. The article notes the restaurant aims to take control over all influencing factors of the dining experience.
This document discusses the history of urban planning from the late 19th century to modern times. It mentions several influential urban planners and their projects, such as Howard and his 1898 plan for Adelaide, Australia. Le Corbusier designed the 1925 Plan Voisin for Paris. Brasilia was built in the late 1950s. The document contrasts the top-down modernist urban planning approaches of figures like Robert Moses with the grassroots perspective advocated by Jane Jacobs in the 1970s. It quotes Henri Lefebvre's view that the right to the city involves both individual liberty and collective power to reshape urbanization. Different eras from the 1950s to 1990s are characterized in terms of concepts like purity, lifestyle, entrepreneurialism,
Tiga paragraf terakhir memberikan ringkasan tentang pandangan Al-Qur'an, hadis, dan Nahdlatul Ulama mengenai bangsa dan negara. Menurut Al-Qur'an, berbangsa dan bernegara adalah ibadah untuk mendekatkan diri kepada Allah serta menegaskan persatuan umat. Nahdlatul Ulama melihat negara sebagai alat untuk mencapai tujuan Islam yaitu kesejahteraan semesta dan terus memelihara toleransi.
El documento resume la procedencia e importancia del derecho registral. Brevemente, explica que el derecho registral regula las relaciones entre personas y garantiza la publicidad registral o el derecho a informarse sobre actos públicos, brindando seguridad jurídica. También describe que los primeros registros de propiedad surgieron en la antigua Grecia y Egipto para controlar los derechos sobre la tierra y transacciones inmobiliarias, y promover la seguridad ante la ausencia de autoridades. Posteriormente, el derecho romano también implementó sistem
The document discusses security in software development. It outlines the typical software development life cycle of requirements, design, code, test, and deployment phases. For each phase, it notes that security is usually an afterthought rather than being integrated into the process from the beginning. It encourages improving security perceptions, work, and practices at each stage of development. The presenter is Renato Rodrigues, who wants to continue the security conversation on social media.
This document discusses the obsession many youth have with gaining "likes" on social media and the negative impacts this can have on mental health and well-being. It notes that teens spend around 9 hours per day consuming media and feel pressure to curate a highlight reel of their lives to portray to others. However, constantly seeking validation from likes has been shown to prevent many from fully experiencing life and can damage self-esteem. The document warns that social media addiction is a growing issue for society.
The document provides instructions for making a USB installer using an openSUSE ISO file, setting up the BIOS to boot from the USB, installing openSUSE using manual partitioning to allocate 10% of the disk for swap files and 60% for the EXT4 partition for system files, selecting KDE as the desktop environment and the Asia/Manila time zone, choosing server functions like file, printer, DHCP, DNS and SAMBA servers during installation, and using "Css2015" as the password for the root and regular user accounts during setup.
Teen usage of social media has increased dramatically, with 72% using YouTube and 68% using Instagram. This increased usage has negatively impacted teen mental health, with 1 in 4 reporting poor mental health, distress, suicidal thoughts, or unmet mental health needs. Social media shapes teens' conceptions of beauty and alters how they think and interact by promoting unrealistic representations and social norms. It can also contribute to lack of independent thinking, peer pressure, cyberbullying, eating disorders, and depression in vulnerable teens. To help prevent these issues, parents can limit social media use, monitor the content teens engage with, and regularly discuss their mental well-being.
Elizabeth Lawler - Devops, security, and compliance working in unisonDevSecCon
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The document discusses improving security, compliance, and risk management through a DevSecOps approach. It outlines steps such as mapping compliance controls to infrastructure components, categorizing risks, describing controls and mitigations, testing controls, and communicating controls to stakeholders. Automating compliance checks and integrating security practices into development workflows are presented as ways to improve security, compliance, and speed of delivery simultaneously.
Machine Learning: The Next Revolution in Online AdvertisingCameron Hudson
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In an age where advertising is “just part of our surroundings, a kind of cultural backdrop”, [13] is machine learning the key to standing out and creating lasting impressions? Originally for FILM 240 - Media & Culture at Queen's University
This document discusses privacy concerns regarding e-readers and e-books. It notes that e-readers collect extensive data about users' reading habits and behaviors. This data is potentially valuable for publishers but also allows for government surveillance. Some key privacy issues mentioned include the electronic trail left behind by user actions, data being shared with publishers, and lack of legal protections for e-reader data in many places. The conclusion calls for steps to protect privacy as a fundamental right in the digital age.