Tech Mahindra’s GAiA is an open source-based platform to manage the end-to-end lifecycle of AI and ML models that includes development, training, management, evaluation, sharing, deployment, and monitoring of the models. It empowers data scientists to move to an AI-centric and governed process framework for producing production-grade AI/ML solutions. The heart of GAiA is the MLOps and collaboration ecosystem, where models are managed and evaluated on their ability to perform predictions on datasets that they are fed, select the best model for the job, and deploy and monitor in infrastructure-agnostic production environments.
Being infrastructure agnostic, GAiA is a complete system to package, share, license, and deploy AI models in the form of portable, containerized micro-services. GAiA Design Studio can be used to chain together multiple models developed using different toolkits, along with data translation tools, filters, and output adapters, into a complete end-to-end solution which can then be saved as a composite solution. The GAiA Marketplace catalog contains information on the licensing and execution requirements of both reusable AI models and fully integrated solutions, and this can be easily searched to make model selection a simple process.
A large part of the GAiA platform source itself is available under an OSI-approved open-source license so that any aspect or functionality can be readily adapted to new development toolkits, private data sources, data streams, custom run-time environments, and according to enterprise needs.
