Aporia's platform offers comprehensive monitoring and observability solutions for machine learning models. By enabling real-time tracking and analysis, the platform helps data science and ML engineering teams to quickly identify issues, optimize performance, and ensure the reliability and accuracy of AI models. Core functionalities include real-time guardrails, anomaly detection, and embedding drift monitoring, all of which are crucial for maintaining robust and secure AI systems.

Determined AI is an advanced open-source deep learning platform that simplifies the complexities of model training. It provides tools for efficient distributed training, built-in hyperparameter tuning, and robust experiment management. Specifically designed to empower data scientists, it accelerates the model development lifecycle by improving experiment tracking, simplifying resource management, and ensuring fault tolerance. The platform integrates seamlessly with popular frameworks like TensorFlow and PyTorch and optimizes GPU and CPU utilization for maximum performance.