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…·12 min read·Mar 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…·10 min read·Jan 27, 2023----
PinnedRahul ParundekarinAI HeroStreamlining Machine Learning Operations (MLOps) with Kubernetes and TerraformLeveraging Terraform to Simplify AWS EKS Cluster Setup for Exploring Declarative ML Tools·11 min read·Jan 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…28 min read·Mar 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!! 🎉21 min read·Feb 19, 2022--2--2
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…2 min read·Apr 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…·1 min read·Apr 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…·15 min read·Feb 14, 2023--1--1
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…·18 min read·Feb 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…16 min read·Aug 22, 2022----