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We use advanced practices and technologies to accelerate the development, deployment, and management of machine learning models, ensuring consistency, scalability, and reliability in production. Key technologies include:
• CI/CD: Jenkins, GitLab CI/CD, CircleCI, GitHub Actions, ArgoCD
• Containerization & Orchestration: Docker, Kubernetes, ECS, EKS, AKS
We implement robust versioning practices to ensure reproducibility, traceability, and consistency across the machine learning lifecycle. These practices enhance collaboration, maintain data integrity, and improve the reliability and transparency of model deployments in production. Technologies we use:
• Model Serving: MLflow, KubeFlow, TensorFlow Serving
• Data Versioning: DVC (Data Version Control)
Model training involves using algorithms and data to identify patterns, make predictions, and optimize decision-making. This critical phase in the ML lifecycle focuses on developing and fine-tuning models to achieve accuracy, performance, and reliability. Our tools and frameworks:
• Frameworks: TensorFlow, PyTorch, Ray, MLFlow, KubeFlow
• Libraries: Sklearn, XGBoost
AutoML automates the end-to-end process of applying machine learning to real-world problems, including model selection, feature engineering, hyperparameter tuning, and deployment. It empowers users of all skill levels to build high-quality models with ease. AutoML platforms we use:
• Google Cloud AutoML
• Azure AutoML
• H2O
• AutoML
• DataRobot
We make ML models production-ready, enabling them to generate predictions or classifications from new input data. This involves preparing trained models and their dependencies for seamless integration into existing applications and software systems. Model serving tools we use:
• KubeFlow
• Seldon
• RayServe
"Implementing MLOps isn't just about deploying models; it's about transforming your organization's AI and data capabilities into a strategic advantage. Our machine learning operations experts at Coherent Solutions combine cutting-edge technology with industry best practices to streamline your machine learning lifecycle. We're dedicated to optimizing workflows, enhancing model performance, and ensuring scalability, all while aligning with your business goals. "
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Our Clients Say It Best
We focus on delivering results that matter. See what our clients have to say about working with us.
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"Over $2M annual reoccurring revenue from our SaaS platform in just the first year, with a steadily growing user base. After a few years of bootstrapping, we received investment from two entities, one of the largest distribution companies in the US and a highly respected private equity firm. The project management has been extremely impressive, from a deliverability standpoint and communication. The team is a well-oiled machine — extremely efficient."
"It isn’t about just meeting the functional requirements and specifications, but the wow factor is that the other things that Coherent has brought: at helping us look at potentially how we may do something with data lakes or relational to analytics, and that’s the bigger value proposition. We always feel that we are not going to just get what we have asked for; there will be other things that we know you come through on. And that is a great asset to us."
"We've developed a measure of sport-specific intellectual ability—we call it the Athletic Intelligence Quotient, or AIQ. We hired Coherent Solutions to revamp our mobile app and our web-based scoring portal. The scoring portal was extremely slow, to the point that it was an issue for our clients and us… We saw them deliver on everything that we set out to accomplish, specifically with speeding up the load times on the scoring database. I was pleased with their initiative, their attitude, and their reaction times."
"We've developed a measure of sport-specific intellectual ability—we call it the Athletic Intelligence Quotient, or AIQ. We hired Coherent Solutions to revamp our mobile app and our web-based scoring portal. The scoring portal was extremely slow, to the point that it was an issue for our clients and us… We saw them deliver on everything that we set out to accomplish, specifically with speeding up the load times on the scoring database. I was pleased with their initiative, their attitude, and their reaction times."
