Open source MLOps toolkit - AI tools

Kubeflow is an open-source toolkit designed to make deploying, managing, and scaling machine learning workflows on Kubernetes simple and portable.

• Free

MLflow is an open-source, end-to-end MLOps platform for building better models and generative AI apps. It simplifies complex ML and generative AI projects, offering comprehensive management from development to production.

• Free

Valohai is an MLOps platform that streamlines complex machine learning workflows with CI/CD capabilities and pipeline automation, supporting on-premises and any-cloud environments.

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TensorFlow is an open-source platform for machine learning. It provides a comprehensive ecosystem of tools, libraries, and resources for building and deploying ML models.

• Free

Hopsworks is an MLOps platform and feature store that enables organizations to build, deploy, and manage AI systems with reproducibility, consistency, and scalability. It offers a unified solution for GenAI, real-time applications, and traditional machine learning.

• Freemium

Metaflow is an open-source framework that simplifies the building and management of machine learning, AI, and data science projects. It provides tools for versioning, orchestration, and scaling compute resources.

• Free

AI Studio is a comprehensive MLOps platform that provides enterprise-level tools for machine learning governance, monitoring, and deployment. It enables companies to streamline their ML operations with real-time insights and automated workflows.

• Freemium

Project MONAI is a set of open-source frameworks designed to accelerate research and clinical collaboration in medical imaging using AI.

• Free

Radicalbit is an MLOps and AI Observability platform that accelerates deployment, serving, observability, and explainability of AI models. It offers real-time data exploration, outlier and drift detection, and model monitoring.

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Apache TVM is an open-source machine learning compiler framework designed to optimize and efficiently run computations on various hardware backends, including CPUs, GPUs, and accelerators.

• Free

Hugging Face is a collaboration platform where the machine learning community creates, discovers, and collaborates on models, datasets, and applications. It offers comprehensive tools for hosting, developing, and deploying machine learning solutions.

• Freemium
• From 9$

Striveworks Chariot is an MLOps platform that enables rapid building, deployment, and monitoring of machine learning models with full data and model auditability.

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Aptos is a no-code MLOps toolchain designed to optimize and deploy machine learning models for low-power edge devices. It simplifies edge AI development and enhances model efficiency.

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PyTorch is an open-source machine learning framework facilitating the transition from research prototyping to production deployment, featuring distributed training and a robust ecosystem.

• Free

Missing Studio is an open-source AI platform designed for developers to build and deploy generative AI applications. It offers tools for managing LLMs, optimizing performance, and ensuring reliability.

• Free

Neuralhub is a comprehensive platform for building, tuning, and experimenting with neural networks, offering tools and resources for AI enthusiasts, researchers, and engineers in a collaborative environment.

• Freemium