PinnedRahul ParundekarinAI HeroContinuous Delivery (CD) of ML Models on Kubernetes with GitOps using ArgoCDThis article in our Declarative MLOps series discusses how you can use ArgoCD for Continuous Delivery (CD) to deploy your ML Models on…Mar 19, 2023Mar 19, 2023
PinnedRahul ParundekarinAI HeroGiving AI Hero new Superpowers with KubernetesAI Hero has always been a fully-containerized application. However, it was deployed primarily on top of EC2 instances. With our migration…Jan 27, 2023Jan 27, 2023
PinnedRahul ParundekarinAI HeroStreamlining Machine Learning Operations (MLOps) with Kubernetes and TerraformLeveraging Terraform to Simplify AWS EKS Cluster Setup for Exploring Declarative ML ToolsJan 23, 2023Jan 23, 2023
PinnedRahul ParundekarinTowards Data ScienceThe Essential Guide to Creating an AI Product in 2020We’re three months into 2020 already, and if you are working on something new, chances are that you’ll likely be thinking about how it…Mar 14, 2020Mar 14, 2020
PinnedRahul ParundekarDeploying ML Models Using Containers in Three WaysThis article (and the companion code) will help you and your engineering team containerize your model and get it ready for deployment!! 🎉Feb 19, 20222Feb 19, 20222
Rahul ParundekarUnderstanding Large Language Models: Applications and LimitationsHey there! Recently, I had an insightful conversation with my friend Poornima Kolhar, a fellow AI enthusiast, about Large Language Models…Apr 28, 2023Apr 28, 2023
Rahul ParundekarDeclarative MLOps — Streamlining Model Serving on KubernetesData Scientists often favor Jupyter Notebooks for experimenting with and training ML models. However, deploying these models in production…Apr 22, 2023Apr 22, 2023
Rahul ParundekarinAI HeroContinuous Integration for Serving ML Models with KubernetesThis article in our Declarative MLOps series discusses how you can use GitHub Actions for Continuous Integration (CI) to prepare your ML…Feb 14, 20231Feb 14, 20231
Rahul ParundekarinAI HeroContainerizing and Serving an ML Model with Falcon (instead of Flask/FastAPI)In this article in our series on Declarative MLOps, I talk about how you can wrap your model into an HTTP service and containerize it to…Feb 11, 2023Feb 11, 2023
Rahul ParundekarA Data Scientist Takes a Break —or “A Foodie’s Trip to Mexico City”.I’ll be honest — the fact that I am a Data Scienctist is only incidental to this post. So, continue reading if you’d like to find…Aug 22, 2022Aug 22, 2022