MACHINE LEARNING MANAGEMENT
A lightweight and scalable platform for universal usage and management of Artificial Intelligence (AI) models
About the project
Overview
Working on numerous projects involving Artificial Intelligence (AI) technologies, our longstanding partner, IT Dakon, encountered the need for a universal solution that would enable clients to receive the output of an AI model, train and fine-tune each model, regardless of its complexity and purpose, since each project has a different specificity of using AI models.
Collaborating closely with IT Dakon, our team developed and implemented a comprehensive tool that efficiently addresses these challenges
Challenge
Business Problem
In the initial stage, our team was tasked with designing an application to unify the training, utilization, and performance tracking of diverse AI models, including Natural Language Processing and Time Series Prediction. Our solution needed to be highly scalable, enabling the seamless integration of new and varied model types. Moreover, a key requirement was the integration of an external API to seamlessly connect with our partner’s existing application ecosystem.
As part of this ambitious project’s first phase, our client sought the development of an advanced AI model: an English-Slovak translator featuring intelligent selection of a numerical code for the output
Implementation
Solution by ID AL. Solutions
In close collaboration with the client, the ID AL. Solutions team successfully created, tested, and delivered the agreed-upon solution within an impressive timeframe of just two months, laying a strong foundation for future development and expansion. The Machine Learning Management (MLM) tool was crafted with a user-friendly and intuitive interface, offering the following capabilities:
- Receipt of AI processing results
- Validation and supervised learning of training data
- Fine-tuning of the training process
- Collection of statistics on AI model usage
The initial version of MLM featured a Natural Language Processing model for an English-Slovak translator, equipped with smart numeric code selection boasting an average accuracy of 86%. The potential for further accuracy improvement was confirmed, contingent on users expanding the dataset through supervised learning
CONTACT US TODAY
ID AL. Solutions takes a different approach to IT-service delivery, primarily focusing on maximum value for a reasonable price. Our developers have more than 5 years of commercial experience with dozens of successfully delivered projects
Solution
Key Features
Versatility
The unified front-end and back-end interfaces enable seamless integration of new AI models, significantly reducing development time and costs
Lightweight
Low system requirements due to thorough optimization, elimination of unnecessary functionality and adoption of a modern technology stack. The light and intuitive UI facilitates quick familiarization with MLM
Adaptability
The microservice architecture ensures problem-free scalability of the project in the future. Moreover, microservice-based MLM can effortlessly handle high loads and support a large number of AI models
Seamless integration
The solution effortlessly integrates with an entire ecosystem of third-party projects, including custom authentication, through a simple and comprehensible REST API
Technology
Tech Stack Used
Frontend
- Angular (TypeScript)
- PrimeNG
Backend
- Java 11
- Spring Framework (Boot, Cloud, Gateway, Security)
- Python 3+
- FastAPI
- Netflix Eureka
Machine Learning
- Keras
- TensorFlow
- Jupyter Notebook
DevOps
- Docker Compose
- GitLab pipelines
Storage
- Oracle
Business Value
Results
The subsequent development and implementation of a second model called “Cash Flow,” capable of planning the required amount of cash in the branches of the client’s enterprises, confirmed the system’s relevance and effectiveness. The rapid integration of the new AI model into the project showcased the versatility of the application architecture.
Cooperation with IT Dakon on this project is ongoing and involves the gradual expansion of core functionalities, along with the development and integration of new AI models. The client fully affirms that MLM has successfully achieved the key project characteristics of scalability, flexibility, and accurate AI processing
Their expertise, collaboration, and commitment to quality continues to be outstanding throughout several projects and assignments of different scale. Their proactive approach to problem-solving and responsiveness continues to impress me
Contacts
Let’s Get in Touch!
Are you planning to start a project? Or have you got any questions? Would you like to leave a feedback?
Please feel free to get in touch with us