A Content Delivery Network, or CDN, is a system of distributed servers that deliver web content, such as images, videos, and webpages, to users based on their geographic location. By storing copies of content in multiple locations around the world, CDNs help ensure that data is delivered quickly and reliably. This reduces the time it…
Category: MLOps & Deployment
Web Hosting
Web hosting is a service that allows individuals or organisations to store their website files on a special computer called a server. These servers are connected to the internet, so anyone can visit the website by typing its address into a browser. Without web hosting, a website would not be accessible online.
Application Performance Monitoring
Application Performance Monitoring, or APM, is a set of tools and processes that help track how well software applications are running. It measures things like speed, errors, and user experience to make sure applications work smoothly. By collecting and analysing data, APM helps identify problems and areas for improvement so that issues can be fixed…
Cloud Monitoring
Cloud monitoring is the process of observing, tracking, and managing the performance, health, and availability of resources and services hosted in the cloud. It helps organisations ensure that their cloud-based applications, servers, databases, and networks are running smoothly and efficiently. Cloud monitoring tools provide alerts and reports, allowing teams to quickly detect and address any…
Log Management
Log management involves collecting, storing, analysing, and monitoring logs generated by computers, software, and devices. Logs are records of events and activities, which can help organisations troubleshoot issues, track user actions, and ensure systems are running smoothly. Effective log management helps identify problems quickly, supports security monitoring, and can be essential for compliance with regulations.
Machine Learning Platform
A machine learning platform is a set of software tools and services that help people build, train, test, and deploy machine learning models. It usually provides features like data processing, model building, training on different computers, and managing models after they are built. These platforms are designed to make machine learning easier and faster, even…
Chatbot Software
Chatbot software is a computer program designed to simulate conversation with human users, usually through text or voice interactions. It uses rules or artificial intelligence to understand questions and provide responses. Chatbots are often used to automate customer service, provide information, or assist with simple tasks.
Model Retraining Pipelines
Model retraining pipelines are automated systems that regularly update machine learning models with new data. They help ensure that models stay accurate and relevant as real-world conditions change. These pipelines handle tasks such as collecting fresh data, retraining the model, validating its performance, and deploying the updated version.
Model Lifecycle Management
Model Lifecycle Management is the process of overseeing machine learning or artificial intelligence models from their initial creation through deployment, ongoing monitoring, and eventual retirement. It ensures that models remain accurate, reliable, and relevant as data and business needs change. The process includes stages such as development, testing, deployment, monitoring, updating, and decommissioning.
Model Deployment Automation
Model deployment automation is the process of using tools and scripts to automatically move machine learning models from development to a production environment. This reduces manual work, speeds up updates, and helps ensure that models are always running the latest code. Automated deployment can also help catch errors early and maintain consistent quality across different…