Hello!
This is Linkgenesis ๐
Today, we’d like to introduce VLAD Ops, Linkgenesis’ innovative web-based AI Vision MLOps solution!
It is a solution that enables efficient and integrated management of the entire process from planning, data labeling, model development, deployment, and operation of machine learning projects. It enables continuous management and performance improvement, especially in rapidly changing manufacturing environments and sophisticated processes.
- VLAD Ops
” VLAD Ops(Vision Learning for Advanced Detection Operations) is a web-based MLOps solution that covers all phases of the machine learning lifecycle.“
- Project Integration Management
- Data-driven pipelines
- Continuous management throughout the machine learning lifecycle
From data labeling to model training and deployment to operations, we simplify complex processes so you can reliably apply and manage them in real-world services.
2. Key Features & Pros
2-1. User-friendly Labeling Tool
Labeling tool to search images in datasets and edit annotations
- Provides an intuitive labeling UI
- Filter function makes it easy to look up large images
- Various annotation creation/editing features
2-1. Integrated project management
Integrated management and operation of various work environments on a project-by-project basis
- Flexible management of project-specific access rights, metadata, model settings, etc.
- Support for integration with external services
2-3. Learning kernel management
Manage machine learning models as independent units, streamlining model development/deployment/management
- Docker-based learning kernel for easy environment setup
- Model configuration schema to reproduce the same model at any time
2-4. Data-based Pipelines
Collect data from multiple sources and organize datasets with metadata management
- Live image upload and dataset configuration
2-5. Continuous management of the entire process
Simplify the complex and diverse processes from machine learning model development to operation to reliably apply and manage them to real-world services
- Provide model training, deployment, and monitoring capabilities
3. Example Application Screen
4. Wide Range of Applications
VLAD Ops can be applied to semiconductor processes that require high reliability, automotive components where each part goes through a different production process, as well as displays, electronics, batteries, food, security, medicine, and more.
5. Product Application Process
VLAD Ops goes beyond providing a simple solution and provides a one-stop service from consulting with AI experts to custom development and operation.
- Customer environment analysis and 1:1 customized consulting
- Data classification and model performance metrics (precision, recall, F1 score, etc.)
- Product license purchase and customization development
- Support for continuous updates and performance improvements
Today we’re talking about VLAD Ops!
VLAD Ops is the best choice for efficient and organized management of AI vision-based machine learning projects.
Eliminate the complexity of data management, model development, and deployment with VLAD Ops!
In addition, Linkgenesis has various solutions related to smart factory and testing RPA business,
You can always contact us through the homepage for various inquiries such as implementation-related consultations!
Thank you ๐
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