Found free AI software-SocratiQ and Openlayer-AI

Openlayer is a machine learning testing and observability platform designed to assist users in testing, debugging, and enhancing their machine learning models.

Openlayer offers the following features: 1. Machine Learning Testing Openlayer provides powerful machine learning testing tools to help users evaluate the performance of their models. You can easily perform various tests, including accuracy, recall, precision, etc., to ensure that your model performs well on different datasets. 2. Observability Analysis Openlayer has excellent observability analysis capabilities that allow users to gain deep insights into the operation of their models. You can monitor the performance, resource usage, and runtime errors of your models in real-time, enabling you to take timely action. 3. Model Debugging When your machine learning model encounters issues, Openlayer provides debugging tools to help you identify and resolve problems. By analyzing the model's outputs and error logs, you can quickly pinpoint and fix potential issues, improving the stability and reliability of your model. 4. Model Improvement Openlayer also supports model improvement by automating experiments and hyperparameter tuning to help users optimize their models. You can leverage Openlayer's capabilities to find the best model configurations, enhancing performance and reducing costs.