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Description

Protect AI conducts comprehensive security assessments throughout your machine learning lifecycle, ensuring that your AI applications and models are both secure and compliant. It is crucial for enterprises to comprehend the distinct vulnerabilities present in their AI and ML systems throughout the entire lifecycle and to take swift action to mitigate any potential risks. Our offerings deliver enhanced threat visibility, effective security testing, and robust remediation strategies. Jupyter Notebooks serve as an invaluable resource for data scientists, enabling them to explore datasets, develop models, assess experiments, and collaborate by sharing findings with colleagues. These notebooks encompass live code, visualizations, data, and explanatory text, but they also present various security vulnerabilities that existing cybersecurity solutions may not adequately address. NB Defense is a complimentary tool that swiftly scans individual notebooks or entire repositories to uncover common security flaws, pinpoint issues, and provide guidance on how to resolve them effectively. By utilizing such tools, organizations can significantly enhance their overall security posture while leveraging the powerful capabilities of Jupyter Notebooks.

Description

Coordinate, explore, and oversee all projects within your data science team efficiently. With Zepl's advanced search functionality, you can easily find and repurpose both models and code. The enterprise collaboration platform provided by Zepl allows you to query data from various sources like Snowflake, Athena, or Redshift while developing your models using Python. Enhance your data interaction with pivoting and dynamic forms that feature visualization tools such as heatmaps, radar, and Sankey charts. Each time you execute your notebook, Zepl generates a new container, ensuring a consistent environment for your model runs. Collaborate with teammates in a shared workspace in real time, or leave feedback on notebooks for asynchronous communication. Utilize precise access controls to manage how your work is shared, granting others read, edit, and execute permissions to facilitate teamwork and distribution. All notebooks benefit from automatic saving and version control, allowing you to easily name, oversee, and revert to previous versions through a user-friendly interface, along with smooth exporting capabilities to Github. Additionally, the platform supports integration with external tools, further streamlining your workflow and enhancing productivity.