Josh SullivanModel Versioning: Reduce Friction. Create Stability. AutomateThe research and development ( R&D) phase of building an AI model to address a business problem is characterized by rapid exploration and…4 min read·Apr 15, 2021----
Josh SullivanModel Training: Our Favorite Tools in the ShedWelcome to the second installment of our ModelOps blog series, where we dive deep into the next step in the ModelOps pipeline, Model…5 min read·Apr 6, 2021----
Josh SullivanDeploying AI at ScaleContainers. Microservices. Kubernetes. Where to begin?4 min read·Jan 22, 2021----
Josh SullivanDealing with data imbalance in machine learningData imbalance, or imbalanced classes, is a common problem in machine learning classification where the training dataset contains a…5 min read·Jan 20, 2021----
Josh SullivanMachine Learning Training Data SecurityThe effectiveness and predictive power of machine learning models is highly dependent on the quality of data used during the training…4 min read·Jan 18, 2021----
Josh SullivanModelOps: The Key to Unlocking the Future of AIOnly about half of all machine learning models actually get deployed. Far fewer produce real value. Many early adopters have invested…4 min read·Jan 17, 2021----
Josh SullivanTransfer Learning & RetrainingIn simple terms, transfer learning is a machine learning approach where a model that is already trained on a specific data set and…4 min read·Jan 16, 2021----
