LIVE ONLINE EVENT | March 31 @ 12:00 PM ET

MLOps Salon:

Monitoring Edition


Ashish Gupta

Lead Engineer, Machine Learning

S&P Global


Ashish Gupta is a Lead Data & ML Engineer at S&P Global Market Intelligence. He assists the team to design and implement end to end Machine Learning solutions from inception to production. He focuses on using Big data and Cloud technologies to deliver advanced data analytics backed by data science at scale.



MLOps Drivers For an Analytics Platform

Watch live @ 12:05 pm ET

The delivery of Machine learning solutions should reconcile various objectives. Deploying Machine Learning to Production requires integrated discipline and practice across data science & development teams. MLOps provides guidelines and best practices to be followed by data scientists, software engineers & project managers and fosters a culture in which ML technologies can generate business benefits by rapidly building, testing and releasing ML models in to production. The talk succinctly summarizes the challenges in implementing MLOps and introduces the core MLOps drivers that eventually lays the foundation blocks of a Analytics Platform. The talk highlights the steps needed to build a generic purpose Analytics Platform conforming to the stages in Machine Learning development projects and finally touches upon a mini case study carried out by S&P Global’s Market Intelligence Product and Data Science Team.