Ops
Trainings
Spinnaker is a free and open-source Continuous Delivery framework that manages deployments in either a cloud provider like AWS, GCP, or Azure or onto Kubernetes.
Spinnaker is the brainchild of Netflix where they use it to deploy and manage applications onto the cloud. This class covers important concepts like applications, accounts, artifacts and then delves into how to develop pipelines and run those pipelines.
Originally started off as Hudson, Jenkins is the standard for Continuous Integration. Jenkins is still very popular due to the amount of plugins. Jenkins has certainly changed over the years, where as pipelines were once created in the UI of Jenkins, it is now mostly done as a groovy-based description file called Jenkinsfile which is committed to version control.
Talks
Join us for a session on MLOps, where we delve into the transformative practices and tools that bridge the gap between machine learning development and production deployment. Discover how MLOps enhances collaboration, reproducibility, and scalability in machine learning projects, ensuring seamless transitions from data engineering to model monitoring. Learn about the latest technologies, including Docker, Kubernetes, and MLflow, and explore real-world case studies highlighting best practices and common challenges. Whether you’re a data scientist, engineer, or manager, this session will equip you with the knowledge to streamline your ML workflows and drive impactful business outcomes.
This presentation will assume that the attendees have little to no knowledge of creating and operationalizing ML Models.