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Building and Training Your Own SLM

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Creating an independent Small Language Model (SLM) is a rewarding project that bridges the gap between deep learning theory and practical, local application. By keeping your model local, you retain full control over your data and system architecture. Below is a structured approach to building and training your own model from the ground up on a local Ubuntu environment. Before you begin, ensure your development environment is optimized for local computation. A robust setup with a capable GPU (such as an NVIDIA RTX series) and sufficient RAM is recommended for efficient training. Use Ubuntu for a stable, customizable development environment. Verify your environment with the following commands:    * Update your package lists:  sudo apt update.    * Install pip:  sudo apt install python3-pip    *I nstall necessary libraries:  pip install torch tiktoken An SLM relies on the quality of its input data. For a personal AI, curated, factual...
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How to Install Windows 11 24H2 Preview via In-Place Upgrade

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Windows 11 24H2 is here, and for those tech enthusiasts eager to experience the latest features, an in-place upgrade is the perfect solution. This guide will walk you through the process step-by-step, ensuring a smooth and efficient upgrade without losing your existing data or settings.


What is an In-Place Upgrade?


An in-place upgrade allows you to install a new version of Windows over your existing installation. This method preserves your files, settings, and applications, making it a convenient way to transition to the latest OS version without starting from scratch.


Before we begin, ensure you have the following:

- A compatible PC running Windows 10 or Windows 11.

- At least 20 GB of free disk space.

- A stable internet connection.

- Backup of important files (just in case).

- Your Microsoft account credentials.




Join the Windows Insider Program


1. Sign Up for Windows Insider:

   - Go to Windows Insider Program and sign in with your Microsoft account.

   - Follow the prompts to join the Insider Program.


2.  Set Your Insider Settings:

   - Open Settings > Update & Security > Windows Insider Program.

   - Click Get Started and link your Microsoft account.

   - Select the Release Preview Channel to receive the latest builds.


Check for Updates


1. Open Windows Update:

   - Go to Settings > Update & Security > Windows Update.


2. Check for Updates:

   - Click Check for updates. Windows will search for the latest Insider Preview builds.

   - Once the Windows 11 24H2 build appears, click Download and install.




Download and Install the Update


1. Download the Update:

   - Ensure your PC is plugged in and connected to the internet.

   - The download process may take some time, depending on your internet speed.


2.  Install the Update:

   - Once the download is complete, Windows will prepare to install the update.

   - Follow the on-screen instructions to complete the installation process.


Complete the Installation


1. Restart Your PC:

   - After the installation is complete, you will be prompted to restart your PC.

   - Your PC may restart several times during the process.


2. Post-Installation Setup:

   - After the final restart, Windows will finalize the setup.

   - Follow any additional prompts to complete the setup.




Tips for a Smooth Upgrade


- Backup Your Data: Although an in-place upgrade preserves your data, it’s always good to have a backup.

- Check Compatibility: Ensure your PC meets the minimum system requirements for Windows 11 24H2.

- Stay Connected: Keep your PC connected to a power source and the internet during the upgrade process.

- Update Drivers: Post-upgrade, check for driver updates from your hardware manufacturer's official website to ensure all your hardware functions correctly.

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