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  2. Gating mechanism - Wikipedia

    en.wikipedia.org/wiki/Gating_mechanism

    The gated recurrent unit (GRU) simplifies the LSTM. [3] Compared to the LSTM, the GRU has just two gates: a reset gate and an update gate. GRU also merges the cell state and hidden state. The reset gate roughly corresponds to the forget gate, and the update gate roughly corresponds to the input gate. The output gate is removed. There are ...

  3. Gated recurrent unit - Wikipedia

    en.wikipedia.org/wiki/Gated_recurrent_unit

    Gated recurrent units (GRUs) are a gating mechanism in recurrent neural networks, introduced in 2014 by Kyunghyun Cho et al. [1] The GRU is like a long short-term memory (LSTM) with a gating mechanism to input or forget certain features, [2] but lacks a context vector or output gate, resulting in fewer parameters than LSTM. [3]

  4. Windows 10, version 1607 - Wikipedia

    en.wikipedia.org/wiki/Windows_10,_version_1607

    July 7, 2021 This update is available for Enterprise LTSB and IoT Enterprise LTSB editions, and for systems based on Intel Clover Trail chipset only. This update is no longer available from Windows Update, Microsoft Update Catalog or other release channels since September 12, 2023. 10.0.14393.4530 [157] KB5004238 Public release: July 13, 2021

  5. WHQL Testing - Wikipedia

    en.wikipedia.org/wiki/WHQL_Testing

    These drivers would not qualify for the "Certified for Windows" logos, but they would install on Windows without a warning. [ 2 ] [ 3 ] However, in some cases, such as drivers created after the termination of WHQL testing for a version of the operating system, the Windows operating system may refuse to start the driver and will require enabling ...

  6. Windows Driver Model - Wikipedia

    en.wikipedia.org/wiki/Windows_Driver_Model

    However, Windows 10 64-bit drivers now need to be signed by Microsoft. Therefore, device vendors have to submit their drivers to Microsoft for testing and approval. The driver installation package includes all files in the .inf directory, and all files in the package need to be installed, otherwise the installation of the device driver may fail.

  7. Windows 10, version 21H1 - Wikipedia

    en.wikipedia.org/wiki/Windows_10,_version_21H1

    This update is no longer available from Microsoft Update Catalog or other release channels since September 12, 2023, although it continues to be available from Windows Update. 10.0.19043.1055 [20] KB5004476 Beta Channel, Release Preview Channel and public release: June 11, 2021 10.0.19043.1081 [21] [22] KB5003690 Beta Channel and Release ...

  8. Device driver - Wikipedia

    en.wikipedia.org/wiki/Device_driver

    Drivers that may be vulnerable include those for WiFi and Bluetooth, [19] [20] gaming/graphics drivers, [21] and drivers for printers. [ 22 ] There is a lack of effective kernel vulnerability detection tools, especially for closed-source OSes such as Microsoft Windows [ 23 ] where the source code of the device drivers is mostly proprietary and ...

  9. Installation (computer programs) - Wikipedia

    en.wikipedia.org/wiki/Installation_(computer...

    During an installation of a computer program, it is sometimes necessary to update the installer or package manager itself. To make this possible, a technique called bootstrapping is used. The common pattern for this is to use small executable files which update the installer and starts the real installation after the update.