Serverless function management refers to the process of deploying, monitoring, scaling, and maintaining small pieces of code called functions on cloud platforms, without having to manage the underlying servers. This approach allows developers to focus on writing the code that handles specific tasks, while the cloud provider automatically handles the infrastructure, scaling, and availability. Serverless…
Category: MLOps & Deployment
Data Drift Detection
Data drift detection is the process of monitoring and identifying when the statistical properties of input data change over time. These changes can cause machine learning models to perform poorly because the data they see in the real world is different from the data they were trained on. Detecting data drift helps teams take action,…
Log Analysis Pipelines
Log analysis pipelines are systems designed to collect, process and interpret log data from software, servers or devices. They help organisations understand what is happening within their systems by organising raw logs into meaningful information. These pipelines often automate the process of filtering, searching and analysing logs to quickly identify issues or trends.
Inference Latency Reduction
Inference latency reduction refers to techniques and strategies used to decrease the time it takes for a computer model, such as artificial intelligence or machine learning systems, to produce results after receiving input. This is important because lower latency means faster responses, which is especially valuable in applications where real-time or near-instant feedback is needed….
Continuous Integration Automation
Continuous Integration Automation is a process in software development where code changes are automatically tested and merged into a shared codebase. This automation ensures that new code works well with existing code and helps catch errors early. It uses tools and scripts to automatically build, test, and sometimes deploy code whenever developers make changes.
Automation Testing Frameworks
Automation testing frameworks are structured sets of guidelines and tools that help software teams automatically test their applications. These frameworks provide a standard way to create, organise, and run test scripts, making the testing process more efficient and reliable. They support repeatable and consistent testing, which helps in finding bugs early and maintaining software quality…
Event-Driven Automation Pipelines
Event-driven automation pipelines are systems where processes or tasks automatically start in response to specific events or triggers. Instead of running on a fixed schedule, these pipelines respond to changes such as new data arriving, a user action, or a system alert. This approach helps organisations react quickly and efficiently by automating workflows only when…
Automated Workflow Orchestration
Automated workflow orchestration is the process of managing and coordinating tasks across different systems or software with minimal human intervention. It ensures that each step in a process happens in the correct order and at the right time. This approach helps organisations increase efficiency, reduce errors, and save time by automating repetitive or complex sequences…
Workflow Orchestration
Workflow orchestration is the process of organising and automating a series of tasks so they happen in the correct order and at the right time. It involves coordinating different tools, systems, or people to ensure tasks are completed efficiently and without manual intervention. This approach helps reduce errors, save time, and make complex processes easier…
Stream Processing Pipelines
Stream processing pipelines are systems that handle and process data as it arrives, rather than waiting for all the data to be collected first. They allow information to flow through a series of steps, each transforming or analysing the data in real time. This approach is useful when quick reactions to new information are needed,…