Wavium

Wavium

Wavium is an open-source deep learning platform for deploying AI models into production. It allows data scientists and engineers to operationalize neural networks for computer vision, NLP, speech recognition, and more on both cloud and edge devices.
deep-learning computer-vision nlp speech-recognition open-source

Wavium: Open-Source Deep Learning Platform

Deploy AI models into production with Wavium, an open-source deep learning platform for computer vision, NLP, speech recognition and more on cloud and edge devices.

What is Wavium?

Wavium is an open-source machine learning operations (MLOps) platform designed to help teams streamline the deployment of deep learning models into production environments. It provides infrastructure, services, and tools that facilitate the full model development lifecycle from data preparation to continuous integration/continuous delivery (CI/CD) pipelines for deployment on cloud infrastructure or edge devices.

Key capabilities of Wavium include:

  • Integrated development environment (IDE) - Wavium Studio provides data scientists and engineers a user-friendly interface to build, version, and deploy models using popular frameworks like TensorFlow, PyTorch, and Keras.
  • Model management - Track experiments, compare model versions, view lineage, and store a central catalog of productionized models.
  • Model monitoring - Monitor key performance metrics of models post-deployment and get alerts for model drift or degraded performance.
  • MLOps orchestration - Automate model building, testing, validation, staging, and deployment with reusable CI/CD pipelines tailored for machine learning.
  • Edge and cloud deployment - Package trained models and deploy them to distributed edge devices or scale them on cloud platforms like AWS, GCP, and Azure.
  • Model governance - Apply model risk analysis, explainability techniques, adversarial robustness testing, and data quality checks.

With its end-to-end platform, Wavium aims to make the process of taking deep learning models to production more efficient, robust, and scalable for data science teams across industries like manufacturing, telecommunications, healthcare, and more.

Wavium Features

Features

  1. Open-source deep learning platform
  2. Supports deploying AI models into production
  3. Allows operationalization of neural networks
  4. Supports computer vision, NLP, speech recognition models
  5. Can deploy on cloud and edge devices

Pricing

  • Open Source

Pros

Open source and free to use

Simplifies model deployment process

Supports multiple AI model types

Can deploy to diverse environments

Cons

Lacks some enterprise features like monitoring and governance

Less flexibility than commercial platforms

Limited community support

Official Links


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