Platform Competition in an Age of Machine Learning
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A Visualization on What's Changing Google Accounts Help
Google Accounts Help About the conversion: A visualization on what's changing Google offers different types of accounts to different types of users. Until recently, we offered two primary types of accounts that were completely separate services: Google Accounts Provide access to all Google products and services, such as Gmail, Blogger, Orkut, and Web History. Can be created with any email address, such as the email address you have with your organization, or with any webmail address (@yahoo.com, @hotmail.com, etc.). Signing up for Gmail automatically creates a Google Account with that address. Google Apps Accounts Issued and managed by and used with your @my-domain.com organization. Provide access to only Gmail, Calendar, Docs, Sites, Groups, and Video. Before the transition Google Accounts Google Apps accounts Example accounts: [email protected] Example accounts: [email protected] [email protected] [email protected] [email protected] Sample of products on Google Accounts: Only 6 products on Google Apps accounts: However, we recently transitioned Google Apps accounts so you can use your @my-domain.com address to access the same Google products and services that Google Accounts holders can. Your Google Apps Account is now a Google Account. Conflicting accounts If you've used other Google products outside of the ones you can access with your Google Apps account such as Picasa, Reader, or AdWords, you've already created a conflicting Google Account. If you used your Google Apps email address to sign up for and use those other Google services, you now have two Google Accounts, with the same address. -
The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design
The Deep Learning Revolution and Its Implications for Computer Architecture and Chip Design Jeffrey Dean Google Research [email protected] Abstract The past decade has seen a remarkable series of advances in machine learning, and in particular deep learning approaches based on artificial neural networks, to improve our abilities to build more accurate systems across a broad range of areas, including computer vision, speech recognition, language translation, and natural language understanding tasks. This paper is a companion paper to a keynote talk at the 2020 International Solid-State Circuits Conference (ISSCC) discussing some of the advances in machine learning, and their implications on the kinds of computational devices we need to build, especially in the post-Moore’s Law-era. It also discusses some of the ways that machine learning may also be able to help with some aspects of the circuit design process. Finally, it provides a sketch of at least one interesting direction towards much larger-scale multi-task models that are sparsely activated and employ much more dynamic, example- and task-based routing than the machine learning models of today. Introduction The past decade has seen a remarkable series of advances in machine learning (ML), and in particular deep learning approaches based on artificial neural networks, to improve our abilities to build more accurate systems across a broad range of areas [LeCun et al. 2015]. Major areas of significant advances include computer vision [Krizhevsky et al. 2012, Szegedy et al. 2015, He et al. 2016, Real et al. 2017, Tan and Le 2019], speech recognition [Hinton et al. -
Google Apps: an Introduction to Picasa
[Not for Circulation] Google Apps: An Introduction to Picasa This document provides an introduction to using Picasa, a free application provided by Google. With Picasa, users are able to add, organize, edit, and share their personal photos, utilizing 1 GB of free space. In order to use Picasa, users need to create a Google Account. Creating a Google Account To create a Google Account, 1. Go to http://www.google.com/. 2. At the top of the screen, select “Gmail”. 3. On the Gmail homepage, click on the right of the screen on the button that is labeled “Create an account”. 4. In order to create an account, you will be asked to fill out information, including choosing a Login name which will serve as your [email protected], as well as a password. After completing all the information, click “I accept. Create my account.” at the bottom of the page. 5. After you successfully fill out all required information, your account will be created. Click on the “Show me my account” button which will direct you to your Gmail homepage. Downloading Picasa To download Picasa, go http://picasa.google.com. 1. Select Download Picasa. 2. Select Save File. Information Technology Services, UIS 1 [Not for Circulation] 3. Click on the downloaded file, and select Run. 4. Follow the installation procedures to complete the installation of Picasa on your computer. When finished, you will be directed to a new screen. Click Get Started with Picasa Web Albums. Importing Pictures Photos can be uploaded into Picasa a variety of ways, all of them very simple to use. -
Larry Page Developing the Largest Corporate Foundation in Every Successful Company Must Face: As Google Word.” the United States
LOWE —continued from front flap— Praise for $19.95 USA/$23.95 CAN In addition to examining Google’s breakthrough business strategies and new business models— In many ways, Google is the prototype of a which have transformed online advertising G and changed the way we look at corporate successful twenty-fi rst-century company. It uses responsibility and employee relations——Lowe Google technology in new ways to make information universally accessible; promotes a corporate explains why Google may be a harbinger of o 5]]UZS SPEAKS culture that encourages creativity among its where corporate America is headed. She also A>3/9A addresses controversies surrounding Google, such o employees; and takes its role as a corporate citizen as copyright infringement, antitrust concerns, and “It’s not hard to see that Google is a phenomenal company....At Secrets of the World’s Greatest Billionaire Entrepreneurs, very seriously, investing in green initiatives and personal privacy and poses the question almost Geico, we pay these guys a whole lot of money for this and that key g Sergey Brin and Larry Page developing the largest corporate foundation in every successful company must face: as Google word.” the United States. grows, can it hold on to its entrepreneurial spirit as —Warren Buffett l well as its informal motto, “Don’t do evil”? e Following in the footsteps of Warren Buffett “Google rocks. It raised my perceived IQ by about 20 points.” Speaks and Jack Welch Speaks——which contain a SPEAKS What started out as a university research project —Wes Boyd conversational style that successfully captures the conducted by Sergey Brin and Larry Page has President of Moveon.Org essence of these business leaders—Google Speaks ended up revolutionizing the world we live in. -
Getting Started with Google Cloud Platform
Harvard AP275 Computational Design of Materials Spring 2018 Boris Kozinsky Getting started with Google Cloud Platform A virtual machine image containing Python3 and compiled LAMMPS and Quantum Espresso codes are available for our course on the Google Cloud Platform (GCP). Below are instructions on how to get access and start using these resources. Request a coupon code: Google has generously granted a number of free credits for using GCP Compute Engines. Here is the URL you will need to access in order to request a Google Cloud Platform coupon. You will be asked to provide your school email address and name. An email will be sent to you to confirm these details before a coupon code is sent to you. Student Coupon Retrieval Link • You will be asked for a name and email address, which needs to match the domain (@harvard.edu or @mit.edu). A confirmation email will be sent to you with a coupon code. • You can only request ONE code per unique email address. If you run out of computational resources, Google will grant more coupons! If you don’t have a Gmail account, please get one. Harvard is a subscriber to G Suite, so access should work with your @g.harvard.edu email and these were added already to the GCP project. If you prefer to use your personal Gmail login, send it to me. Once you have your google account, you can log in and go to the website below to redeem the coupon. This will allow you to set up your GCP billing account. -
Digital Media Asset Management and Sharing
Digital Media Asset Management and Sharing Introduction Digital media is one of the fastest growing areas on the internet. According to a market study by Informa Telecoms & Media conducted in 2012, the global 1. online video market only, will reach $37 billion in 2017¹. Other common media OTT Video Revenue Forecasts, types include images, music, and digital documents. One driving force for this 2011-2017, by Informa Telecoms phenomena growth is the popularity of feature rich mobile devices2, equipped & Media, with higher resolution cameras, bigger screens, and faster data connections. November 2012. This has led to a massive increase in media content production and con- sumption. Another driving force is the trend among many social networks to 2. incorporate media sharing as a core feature in their systems². Meanwhile, Key trends and Takeaways in Digital numerous startup companies are trying to build their own niche areas in Media Market, this market. by Abhay Paliwal, March 2012. This paper will use an example scenario to provide a technical deep-dive on how to use Google Cloud Platform to build a digital media asset management and sharing system. Example Scenario - Photofeed Photofeed, a fictitious start-up company, is interested in building a photo sharing application that allows users to upload and share photos with each other. This application also includes a social aspect and allows people to post comments about photos. Photofeed’s product team believes that in order for them to be competitive in this space, users must be able to upload, view, and edit photos quickly, securely and with great user experiences. -
Jon Leibowitz, Chairman J. Thomas Rosch Edith Ramirez Julie Brill
102 3136 UNITED STATES OF AMERICA FEDERAL TRADE COMMISSION COMMISSIONERS: Jon Leibowitz, Chairman J. Thomas Rosch Edith Ramirez Julie Brill ____________________________________ ) In the Matter of ) ) GOOGLE INC., ) a corporation. ) DOCKET NO. C-4336 ____________________________________) COMPLAINT The Federal Trade Commission, having reason to believe that Google Inc. (“Google” or “respondent”), a corporation, has violated the Federal Trade Commission Act (“FTC Act”), and it appearing to the Commission that this proceeding is in the public interest, alleges: 1. Respondent Google is a Delaware corporation with its principal office or place of business at 1600 Amphitheatre Parkway, Mountain View, CA 94043. 2. The acts and practices of respondent as alleged in this complaint have been in or affecting commerce, as “commerce” is defined in Section 4 of the FTC Act. RESPONDENT’S BUSINESS PRACTICES 3. Google is a technology company best known for its web-based search engine, which provides free search results to consumers. Google also provides various free web products to consumers, including its widely used web-based email service, Gmail, which has been available since April 2004. Among other things, Gmail allows consumers to send and receive emails, chat with other users through Google’s instant messaging service, Google Chat, and store email messages, contact lists, and other information on Google’s servers. 4. Google’s free web products for consumers also include: Google Reader, which allows users to subscribe to, read, and share content online; Picasa, which allows users to edit, post, and share digital photos; and Blogger, Google’s weblog publishing tool that allows users to share text, photos, and video. -
The Pagerank Algorithm and Application on Searching of Academic Papers
The PageRank algorithm and application on searching of academic papers Ping Yeh Google, Inc. 2009/12/9 Department of Physics, NTU Disclaimer (legal) The content of this talk is the speaker's personal opinion and is not the opinion or policy of his employer. Disclaimer (content) You will not hear physics. You will not see differential equations. You will: ● get a review of PageRank, the algorithm used in Google's web search. It has been applied to evaluate journal status and influence of nodes in a graph by researchers, ● see some linear algebra and Markov chains associated with it, and ● see some results of applying it to journal status. Outline Introduction Google and Google search PageRank algorithm for ranking web pages Using MapReduce to calculate PageRank for billions of pages Impact factor of journals and PageRank Conclusion Google The name: homophone to the word “Googol” which means 10100. The company: ● founded by Larry Page and Sergey Brin in 1998, ● ~20,000 employees as of 2009, ● spread in 68 offices around the world (23 in N. America, 3 in Latin America, 14 in Asia Pacific, 23 in Europe, 5 in Middle East and Africa). The mission: “to organize the world's information and make it universally accessible and useful.” Google Services Sky YouTube iGoogle web search talk book search Chrome calendar scholar translate blogger.com Android product news search maps picasaweb video groups Gmail desktop reader Earth Photo by mr.hero on panoramio (http://www.panoramio.com/photo/1127015) 6 Google Search http://www.google.com/ or http://www.google.com.tw/ The abundance problem Quote Langville and Meyer's nice book “Google's PageRank and beyond: the science of search engine rankings”: The men in Jorge Luis Borges’ 1941 short story, “The Library of Babel”, which describes an imaginary, infinite library. -
Moto G User Guide.Pdf
Moto G pick a topic, get what you need At a glance Start Home screen & apps Control & customize Calls Contacts Messages Email Type Socialize Browse Photos & videos Music Books Games Locate & navigate Work Connect & transfer PPtrotect Want more? Troubleshoot Safety Hot topics Search topics At a glance a quick look At a glance First look Tips & tricks First look •Start: Back cover off, SIM in, charge up, and sign in. Top topics Your new Moto G has pretty much everything— camera, Internet, email, and more. You can even change the back cover See “Start”. for a new look with optional covers. •Top topics: Just want a quick list of what your phone can Note: Your phone may look a little different. do? See “Top topics”. • Help: All your questions about your new phone answered right on your phone. Touch Apps > Moto Care. Want even more? See “Get help”. Note: Certain apps and features may not be available in all countries. This product meets the applicable national or international RF exposure guidance (SAR guideline) 3.5mm when used normally against your head or, when worn Headset Jack Front Camera or carried, at a distance of 1.5 cm from the body. The SAR 4:00 Back Camera guideline includes a considerable safety margin designed to micro SIM (on back) assure the safety of all persons, regardless of age and health. (under back cover) Power Key 4:00 Press = Screen WED, DECEMBER 18 On/Off Hold = Phone On/Off Back Volume Keys Home Recent GoogleGoogle Play Store Apps Menu More Micro USB/ Microphone Charger Back Next At a glance At a glance Top topics Tips & tricks First look •Intuitive: To get started quickly, touch Apps > Top topics Check out what your phone can do. -
Summer 2017 Issue 11.1
the THE MAGAZINE OF CARNEGIE MELLON UNIVERSITY’S SCHOOL OF COMPUTER SCIENCE 60 YEARS IN THE MAKING CMU AI is Here SUMMER 2017 ISSUE 11.1 SUMMER 2017 cvr1 Iain Mathews Bhat, Matthews Win Academy Awards for Technical Achievement Computer Science at CMU School of Computer Science alumnus Kiran Bhat and underpins divergent fields and endeavors in today’s world, former Robotics Institute faculty member Iain Matthews all of which LINK SCS to profound received Oscars on February 11, from the Academy of advances in art, culture, nature, Motion Picture Arts and Science, for their work in capturing the sciences and beyond. facial performances. Bhat earned his doctorate in robotics in 2004, and helped design and develop the Industrial Light and Magic facial performance-capture solving system, which transfers facial performances from actors to digital characters in large-scale productions. The system was used in “Rogue One: A Star Wars Story” to resurrect the role of Grand Moff Tarkin, played by the late actor Peter Cushing, as well as to capture Mark Ruffalo’s expressions for his character, the Hulk, in “The Avengers.” Matthews, a post-doctoral researcher and former faculty member in the Robotics Institute working on face modeling and vision-based tracking, was recognized along with his team for the design, engineering and development of the facial-performance capture and solving system at Weta Digital, known as FACETS. Matthews spent two years helping to develop the facial motion capture system for “Avatar” and “Tintin.” With Bhat’s and Matthews’ wins, Carnegie Mellon alumni and faculty have received nine Academy Awards to date. -
The Pile: an 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe Charles Foster Jason Phang Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy EleutherAI [email protected] Abstract versity leads to better downstream generalization capability (Rosset, 2019). Additionally, large-scale Recent work has demonstrated that increased training dataset diversity improves general language models have been shown to effectively cross-domain knowledge and downstream gen- acquire knowledge in a novel domain with only eralization capability for large-scale language relatively small amounts of training data from that models. With this in mind, we present the domain (Rosset, 2019; Brown et al., 2020; Carlini Pile: an 825 GiB English text corpus tar- et al., 2020). These results suggest that by mix- geted at training large-scale language mod- ing together a large number of smaller, high qual- els. The Pile is constructed from 22 diverse ity, diverse datasets, we can improve the general high-quality subsets—both existing and newly cross-domain knowledge and downstream general- constructed—many of which derive from aca- demic or professional sources. Our evalua- ization capabilities of the model compared to mod- tion of the untuned performance of GPT-2 and els trained on only a handful of data sources. GPT-3 on the Pile shows that these models struggle on many of its components, such as To address this need, we introduce the Pile: a academic writing. Conversely, models trained 825:18 GiB English text dataset designed for train- on the Pile improve significantly over both ing large scale language models. -
Unlimited Free Calling with Google Voice
Unlimited Free Calling with Google Voice 1. Unlimited Free Calling with Google Voice ............................................ 0 1. Introduction ................................................................................... 1 2. Free Calling from a Landline ............................................................. 1 3. Free Calling from a Cellphone (using the Voice plan) ........................... 2 4. Free Calling with Voice Over IP (VOIP) - Introduction........................... 6 5. The Gizmo5 Project - Background ..................................................... 6 6. Google Voice Integration with Gizmo5 ............................................... 7 7. Gizmo5 Integration with SIP Sorcery ................................................. 7 8. SIP Sorcery Integration with sipgate ................................................. 8 9. SIP Sorcery Scripting ...................................................................... 9 10. Unified Dial Plan ........................................................................... 9 11. Customizing the SIP Sorcery Unified Dialplan ...................................15 12. Connecting other SIP Clients and Devices........................................16 13. Configuring and Testing your SIP Calling Chain ................................21 14. Additional setup screenshots .........................................................28 15. Revision History...........................................................................29 1. Introduction Google Voice is a free service