Added Python 3.9, 3.10, and 3.11; For each Python version, the data science packages such as tensorflow, torch, datascience, mlpack, mlflow and xgboost are installed.

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Here's a brief overview of our key products and services:

• JupyterHub Server AMI: Our JupyterHub Server allows multiple users to access Jupyter Notebook, providing a collaborative and scalable environment for data science and analysis. It comes preinstalled with a wide range of Python packages and SageMath, providing a comprehensive environment. The AMI seamlessly integrates with external LDAP or Kerberos for user federation via Keycloak.

• RStudio Server AMI: RStudio Server offers a powerful integrated development environment (IDE) for R programming. It provides a web-based interface for R development, making it easy to write, debug, and execute R code, as well as perform data analysis and visualization. This RStudio Server AMI provides popular R packages covering various domains such as data science, machine learning, database, Bayesian statistics, clinical trials, biostatistics, teaching statistics, time series analysis, analysis of spatial and spatiotemporal data, and natural language processing.

• API Server for Virus Scan AMI: Our API Server for virus scan enables you to integrate virus scanning capabilities into your applications and workflows. It offers a secure and efficient way to scan files and documents for potential threats, helping to protect your systems and data. The API server supports the scanning of both S3 objects and local files, providing flexibility and convenience in your scanning processes.

• Linux System with GUI Desktop AMI: Our Linux System with GUI Desktop provides a user-friendly Linux environment with a graphical user interface (GUI). It allows you to leverage the power of Linux while providing a familiar desktop experience, making it easy to navigate, run applications, and perform tasks.

• SFTP File Server AMI: Our SFTP (Secure File Transfer Protocol) file server offers a secure and reliable way to transfer files over the network. It provides a convenient method for uploading, downloading, and managing files securely, ensuring data integrity and confidentiality.

• RShiny Server AMI: RShiny Server enables you to deploy interactive web applications built with R and Shiny. It allows you to create and share data-driven dashboards, visualizations, and interactive tools, making it easier to communicate and present your data-driven insights.

In addition to our comprehensive range of cloud-computing products, we also offer Python/R code optimization services. Our team of experts can help optimize your Python and R code, improving performance, scalability, and efficiency. This ensures that your code runs faster, utilizes system resources effectively, and delivers optimal results.

We are committed to providing high-quality products and services that empower you to leverage the full potential of data science and analysis. Our team is here to support you every step of the way, offering technical assistance and guidance to ensure your success.

For more information about our products and services, please visit our website at https://www.elmcomputing.io  and the documentation at https://docs.elmcomputing.io .