Is 2025 the year that the AI advances of recent years finally deliver significant results to corporate bottom lines worldwide? I believe the answer is yes. The technology has been ready for this shift for at least 18 months, but most users have yet to fully grasp the details needed to harness its full potential. […]
What Is GitOps and How Can It Support Machine Learning Operations?
GitOps is a way of implementing continuous delivery for cloud native applications. It is based on the idea of using Git as a single source of truth for declarative infrastructure and applications. In GitOps, the desired state of the infrastructure and applications is stored in version control, and an automated process is used to ensure […]
What Is a Feature Store in Machine Learning?
A feature store is a centralized platform for managing and serving the features used in machine learning (ML) models. A feature is an individual measurable property or characteristic of data that is used as input to an ML model. In order to build effective ML models, it is critical to have high-quality, well-engineered features that […]
7 Essential Machine Learning Engineering Skills
Machine learning engineering is a specialized field that combines the principles of computer science, data science, and software engineering with the techniques and methodologies of machine learning. Machine learning engineers are responsible for designing, developing, and implementing machine learning models and systems to solve complex problems or make data-driven predictions and decisions. Machine learning engineering is crucial in various […]
Five Key Features for a Machine Learning Platform
Click to learn more about co- author Ion Stoica. Click to learn more about co- author Ben Lorica. Machine learning platform designers need to meet current challenges and plan for future workloads. As machine learning gains a foothold in more and more companies, teams are struggling with the intricacies of managing the machine learning lifecycle. […]
Dotscience Gains Momentum in the MLOps Ecosystem
According to a recent press release, “Delivering on its vision that ML engineering should be just as easy, fast and safe as modern software engineering when using DevOps techniques, Dotscience, the market leader in DevOps for Machine Learning (MLOps), today announced new partnerships with GitLab and Grafana Labs; deep integrations to include Scikit-learn, H2O.ai and […]