The latest version of the toolkit, which is available on GitHub via an open source license, includes new functionality that lets developers use Python or C++ programming languages in working with the toolkit. With the new version, researchers also can do a type of artificial intelligence work called reinforcement learning.

The team that developed the Microsoft toolkit says the ability to work across multiple servers is a key advantage over other deep learning toolkits, which can see suboptimal performance and accuracy when they start tackling bigger datasets. Microsoft Cognitive Toolkit has built-in algorithms to minimize such degradation of computation.


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The toolkit is being released at a time when everyone from small startups to major technology companies are seeing the possibilities for using deep learning for things like speech understanding and image recognition.

Microsoft also is continuing to use the Microsoft Cognitive Toolkit to improve speech recognition. Yifan Gong, a principal applied science manager in speech services, said they have been using the toolkit to develop more accurate acoustic models for speech recognition in Microsoft products including Windows and Skype Translator.

Those improvements will make it easier for Microsoft systems to better understand what users are trying to say even when they are giving voice commands or interacting with Cortana in noisy environments such as at a party, driving on the highway or in an open floor plan office.

Our Toolkit family has grown, as have the folks that rely on the Toolkit, like our own first-party applications. Not only that, but we see technology changing and the migration towards WinUI 3 in the Windows App SDK. With all these things in mind, we needed to step back and evaluate how we build and support the toolkit moving forward over the coming years. Our quality bar has been raised where it is hard to develop/prototype new components with our community and review them when the final destination becomes part of our final releases when committed.

The University of California Office of the President (UCOP) develops policies for the entire UC system. Authorized campus offices implement those policies for the UC San Diego campus. Campus policies, procedures and guidelines may be more detailed and restrictive than the UCOP systemwide policy.

Universitywide Policy Office (UPO): Within University of California Office of the President, Ethics, Compliance and Audit Services Unit. This office coordinates the University Systemwide Policy Process and staffs the Policy Advisory Committee and Policy Steering Committee.

You can save time and let the toolkit automatically register the app in Teams Developer Portal. When you first run or debug the app, Teams Toolkit automatically registers the Teams app to your Microsoft 365 tenant and configures settings such as Microsoft Entra ID for your Teams app. Sign in with your Microsoft 365 account to control where the app is configured and customize the included Microsoft Entra manifest when you need flexibility.

You can save time and let the toolkit automatically register the app in Teams Developer Portal. When you first run or debug the app, configure settings, such as Microsoft Entra ID automatically. Sign in with your Microsoft 365 account to control where the app is configured and customized the included Microsoft Entra manifest when you need flexibility.

The Microsoft Assessment and Planing Toolkit is provided by the Microsoft Solution Accelerators team to help organizations plan, deploy, and manage new Microsoft technologies. It is freely available and fully supported by Microsoft. For more information or to download the toolkit, visit the Microsoft site.

The Improvised Nuclear Device City Planner Resource (iCPR) and Chemical City Planner Resource (chemCPR) are currently in beta testing, available to planners via the Department of Energy's CMweb portal. A Biological CPR is in development.

Today, the White House Council on Environmental Quality (CEQ) released a beta version of the Climate and Economic Justice Screening Tool (CEJST), a major step toward addressing current and historic environmental injustices and fulfilling a key campaign promise from President Biden.

To facilitate feedback on the beta version of the CEJST, CEQ issued a Request for Information in the Federal Register soliciting feedback on the tool. The public can also provide feedback directly on the CEJST website, which is an open source platform that provides the public with full transparency on the methodology and datasets being used. Once CEQ has received and reviewed feedback on the beta version of the CEJST and updated it as deemed necessary, Federal agencies will use the tool to help identify disadvantaged communities to ensure that 40 percent of the overall benefits of Federal climate, clean energy, and other key programs are reaching disadvantaged communities, as identified by the CEJST.

The Australian Taxation Office (ATO) has released a tax time toolkit designed to help small businesses and their tax advisers. The toolkit packages up a series of easy-to-understand fact sheets on topics that small businesses need to know this tax time, especially given the tax implications of COVID-19.

The Department of Energy (DOE) and the Biden-Harris Administration have made it clear that those impacted by pollution need to be the first to benefit from clean energy solutions, and that equity will serve as their North Star. On his first day in office, President Biden signed Executive Order 13985, Advancing Racial Equity and Support for Underserved Communities Through the Federal Government. The Administration doubled down a week later, on January 27, with Executive Order 14008, Tackling the Climate Crisis at Home and Abroad, to establish the Justice40 Initiative, a government-wide initiative to deliver 40% of the overall benefits of certain federal investments to disadvantaged communities.

GLUT (pronounced like the glut in gluttony) is the OpenGL Utility Toolkit, a window system independent toolkit for writing OpenGL programs. It implements a simple windowing application programming interface (API) for OpenGL. GLUT makes it considerably easier to learn about and explore OpenGL programming. GLUT provides a portable API so you can write a single OpenGL program that works on both Win32 PCs and X11 workstations.

GLUT is designed for constructing small to medium sized OpenGL programs. While GLUT is well-suited to learning OpenGL and developing simple OpenGL applications, GLUT is not a full-featured toolkit so large applications requiring sophisticated user interfaces are better off using native window system toolkits like Motif. GLUT is simple, easy, and small. My intent is to keep GLUT that way.

GLUT is distributed in source code form; compiled libraries for Win32 are also available. The current version, 3.7, is in late beta. The programs and associated files contained in the distrbution were developed by Mark J. Kilgard (unless otherwise noted). The programs are not in the public domain, but they are freely distributable without licensing fees. These programs are provided without gurantee or warrantee expressed or implied.

Ron Bielalski has built binaries of GLUT 3.7 beta for Solaris on SPARC processors in both 32 bit (16.5 MB) and 64 bit (18.3 MB) forms. John Martin has built binaries of GLUT 3.7 beta for Solaris on x86 in both 32 bit (15.2MB) and 64 bit (17.4MB) and forms. Note that these files are very large - they contain a completely built GLUT source tree, including all source and object files as well as the final headers and libraries. Please direct questions about GLUT for Solaris to graphics-help@eng.sun.com

Balancing research security while maintaining open and collaborative international partnerships is vitally important to the global research ecosystem. NSF is actively involved in fostering international dialogue on how best to mitigate risks from bad actors that threaten the balance of secure research and trusted relationships in the global research community. NSF makes significant contributions in this area as a key U.S. government representative on the Organisation for Economic Co-operation and Development (OECD) G-7 Working Group on the Security and Integrity of the Global Research Ecosystem, which was established to develop principles, best practices and a virtual academy and toolkit on issues relevant to research security and integrity.

The second training course, "Science and Security Training: Part 2," outlines the implementation of internal processes for handling post-award information, with guidance on how program officers should handle risk assessment for pre-award information. This course is required for all program officers and grants administrators at NSF and is open to all NSF employees. This course specifically focuses on explaining the revised guidance in the Proposal and Award Policies and Procedures Guide.

Available in Enterprise Agreements for Visual Studio Professional and Enterprise subscriptions. Call your account manager or contact your regional Microsoft office to upgrade to Visual Studio subscriptions with GitHub Enterprise.

Demos: Updates to the Microsoft Graph beta API for SharePoint Pages, Multi-geo support for site discovery with Microsoft Graph, and Reach millions of mobile users by extending your Teams app to Microsoft 365 (Office) app on Android and iOS. Four new conversations.

At this writing, the latest version of the ubiquitous office suite, Microsoft Office 2003, is still in beta testing but due for release later this year. I have been playing with a relatively stable pre-release version for several months and see no reason to go back to the previous installation.

Office 2003 includes a number of enhanced features for Tablet PC, such as direct annotation in Word and Excel. The beta release also includes another new application, OneNote, for entering, organizing and sharing typed, handwritten or even spoken notes. OneNote might be included in the final release of Office 2003 or sold separately. Although many others have found the freeform note-taking utility appealing, especially on a tablet PC, I found myself more comfortable sticking to Word for note-taking, especially since I can hyperlink local and Web documents so easily from there. be457b7860

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