DevOps, MLOps, AIOps
Mushroom’s Solution around Operations Management for Engineering, Machine Learning and Artificial Intelligence starts with Code repositories (git / bitbucket) to how the changes get propagated to deployment across dev, test and prod environments.
- CI/CD/IaC
- Model Drift Management
- Telemetry and Event Processing
- Proactive Monitoring and Actions
Overview
Operations management is a crucial aspect of engineering, machine learning, and artificial intelligence projects. It involves the coordination and control of resources and processes to ensure that a project is completed on time, within budget, and to the satisfaction of all stakeholders. One of the key components of operations management for these types of projects is the use of code repositories, such as git or bitbucket, to manage and track changes..
Benefits
Mushroom Solutions’ approach to operations management helps to ensure that projects are completed on time, within budget, and to the satisfaction of all stakeholders. It also helps to improve collaboration and communication within teams, automate the deployment process, detect and manage model drift, gain insights into system performance, and take proactive actions to prevent problems from occurring.
How it works?
Mushroom Solutions’ approach to operations management involves using code repositories, CI/CD/IaC practices, model drift management, telemetry and event processing, and proactive monitoring and actions to ensure that projects are completed on time, within budget, and to the satisfaction of all stakeholders. It also helps to improve collaboration and communication within teams, automate the deployment process, detect and manage...
Technologies
Mushroom Solutions uses a wide range of technologies to support its operations management approach for engineering, machine learning, and AI projects. These include code repositories, CI/CD/IaC tools, model drift management tools, telemetry and event processing tools, and proactive monitoring and alerting tools.
Use Cases
Mushroom Solutions’ approach to operations management can be applied to a wide range of use cases in the field of engineering, machine learning, and AI. It can be used to deploy and manage machine learning models, implement intelligent automation solutions, computer vision solutions, predictive maintenance ...
FAQ's
Mushroom Solutions uses a variety of technologies to support its operations management approach for engineering, machine learning, and AI projects.