Management Dashboard for Torchserve

An end-to-end Machine Learning project from writing a Jupyter notebook to check the viability of the solution, to breaking down the same into modular code, creating a Flask web app integrated with a HTML template to make a website interface, and deploying on AWS and Azure.

This project is part of the Udacity Azure ML Nanodegree. In this project, we use Azure to configure a cloud-based machine learning production model, deploy it, and consume it. We also create, publish, and consume a pipeline.

An ECS-based ML deployment solution

A EKS-based ML deployment solution

In the first course of Machine Learning Engineering for Production Specialization, you will identify the various components and design an ML production system end-to-end: project scoping, data needs, modeling strategies, and deployment constraints and requirements; and learn how to establish a model baseline, address concept drift, and prototype…

Powerful AutoML toolkit

Pushing Text To Speech models into production using torchserve, kubernetes and react web app 😄

A basic example of deploying machine learning applications

Base classes and utilities that are useful for deploying ML models.

Identifying Patterns and Trends in Campus Placement Data using Machine Learning

Serving large ml models independently and asynchronously via message queue and kv-storage for communication with other services [EXPERIMENT]

🔥🔥🔥🔥🧊🔥🔥 A Data Platform for Monitoring and Detecting Anomalies in Real-Time.

Simply Automate Monitoring Infrastructure with Terraform, Ansible, AWS EC2, Nginx, Prometheus, Grafana and Github Actions 😄

The goal of this project is to build a data driven model that finds the customer groups that lead to good ROIs (Return on Investment).

An end-to-end ML project, which aims at developing a regression model for the problem of predicting the sales of a given product, based on its properties like item category, weight, visibility, MRP, type of outlet the product is sold, size of the outlet etc.

Ensemble Learning | Flask

A web app to showcase some of my favorite projects

Deployment of 3D-Detection and Tracking pipeline in simulation based on rosbags and real-time.