Intel Geti™: Build Computer Vision AI Models Faster - A Comprehensive Guide
Are you looking to create computer vision AI models, but feel overwhelmed by the complexity? Intel® Geti™ simplifies the entire process, enabling you to build sophisticated models in significantly less time and with minimal data. Learn how this innovative tool can revolutionize your approach to computer vision.
What is Intel® Geti™ and How Can it Help You?
Intel® Geti™ is a software platform designed to streamline the creation of computer vision AI models. It offers a seamless, end-to-end workflow. From data preparation to model deployment, Geti™ helps you develop state-of-the-art computer vision applications quickly.
Key Features of Intel® Geti™:
Intel® Geti™ provides a range of features that make building computer vision models easier and more efficient:
- Simplified Workflow: An intuitive interface guides you through each step of the model creation process.
- Minimal Data Requirements: Achieve impressive results even with limited datasets.
- Fast Training Times: Build and train models in minutes, not hours.
- Versatile Deployment Options: Deploy your models on local machines, on-premises servers, or virtual machines.
Supported Deep Learning Models
Intel® Geti™ supports a variety of neural network architectures optimized for specific computer vision tasks. These models are tailored for tasks like image classification, object detection, and segmentation.
Explore Geti's comprehensive support for cutting-edge frameworks.
How to Get Started with Intel® Geti™
Deploying Intel® Geti™ is straightforward. You can install it on a local machine, on-premises, or on a virtual machine. Geti™ uses Kubernetes to manage its components, ensuring scalability and reliability.
You can install Intel® Geti™ in two primary ways:
- Using the Intel® Geti™ Installer: A user-friendly installer simplifies the setup process.
- Using Helm Charts: For advanced users, Helm charts offer greater flexibility and control.
Understanding the High-Level Architecture
Intel® Geti™ features a cloud-native, distributed system architecture. It comprises interactive microservices and AI workflows. This design allows for efficient scaling and management of resources.
The core subsystems include:
- Platform Services and K8S Deployment: Manages basic services and provides an abstraction layer over infrastructure services.
- Workflows & Interactive Microservices: Streamlines workflows from dataset management to model deployment.
- Intel® Geti™ Deep Learning Frameworks: Implements a modern ML development stack for end-to-end model lifecycle management.
Exploring the Intel® Geti™ Ecosystem
Intel® Geti™ integrates seamlessly with a rich ecosystem of tools and libraries, enhancing its capabilities and flexibility.
- Anomalib: Anomaly detection library with state-of-the-art algorithms.
- Datumaro: Dataset management framework for building, analyzing, and managing computer vision datasets.
- OpenVINO™ Training Extensions: Train, evaluate, optimize, and deploy computer vision models with OpenVINO™.
- Intel® Geti™ SDK: Software Development Kit for extending and customizing Intel® Geti™.
- OpenVINO™: Toolkit for optimizing and deploying deep learning models.
- OpenVINO™ Model Server: Scalable inference server for optimized models.
- OpenVINO™ Model API: Simplifies data preprocessing and postprocessing.
- OpenVINO™ Test Drive: Run large language models and models trained by Intel® Geti™ on various devices.
- OpenVINO™ Explainable AI Toolkit: Provides visual explanations for OpenVINO™ models.
Who Benefits from Intel® Geti™?
Intel® Geti™ is valuable for various industries and applications. It enables users to:
- Detect defective parts on production lines
- Reduce downtime in factories
- Automate inventory management
- Enhance various automation projects
Several organizations have already embraced Intel® Geti™, including:
- Royal Brompton and Harefield hospitals
- WSC Sports
- Dell NativeEdge
- Bravent
- ASRock Industrial
Join the Intel® Geti™ Community
Stay connected and contribute to the Intel® Geti™ community through:
- GitHub Issues: Report bugs, suggest documentation improvements, or propose new features.
- GitHub Discussions: Ask questions and engage in discussions with other users.
Contributing to Intel® Geti™
Your contributions are welcome! Refer to the Contributing Guide to learn how to get involved.
License Information
Intel® Geti™ repository is licensed under the LIMITED EDGE SOFTWARE DISTRIBUTION LICENSE. Models fine-tuned by Intel® Geti™ are licensed under Apache License Version 2.0. Be sure to review the licensing terms for FFmpeg as well.
Intel® Geti™ empowers you to build advanced computer vision solutions efficiently. Explore its capabilities and transform your AI projects today.