Welcome to Modern
Distributed Machine Learning
The traditional way of using integrated tools for data mining and research analysis is no longer practical since the data is too large to manage. In recent times, distributed ML is becoming a preferred approaches as it allows for larger data analysis.
We have constructed workflows for distributed ML systems that not only handle large data from multiple sources, but also easily evolve over time based on varies changing needs such as data drift, concept drift and deployment and model throughout needs.
We can work within your existing stack or you can choose one of our cloud solutions for your needs.
Accelerated ML Ops
Every machine learning pipeline is a set of operations, which are executed to produce a model and getting a model into the real world involves more than just building. Bridging the gap between ML model building and practical deployments is still a challenging task.
We offer both custom and our own pre-built solutions to help your business successfully deploy, monitor and maintain a productive and effective ML lifecycle without the need for expensive internal resources
Federated Machine Learning
Traditional ML methods use centralized data stored locally to train models; this can greatly impact privacy and regulatory issues. Our Federated Learning workflows and methods are decentralized and we never touch any of your valued data.
Given the proper setup, even training and deployment can be decentralized and even further ensuring that your data stays private.
Machine Learning @ The Edge
Resource-constrained IoT devices, such as sensors and actuators, have become ubiquitous in recent years and this has led to the generation of large quantities of data in real-time, which is an appealing target for AI systems. However, deploying machine learning models on such end-devices is still a very new area of application.
We have designed methods and solutions for deploying applications to almost any type of edge device regardless of its architecture or your existing infrastructure.
We Integrate With Your Ecosystem
We have expertise in almost every programming language and development stack in use today and even some legacy systems. Regardless of the design of your existing system or stack or the need for a new solution altogether, we can help design and develop a solution that works best for your functional and non-functional needs.