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Manmohan Singh's Projects

amazon-lookout-for-vision-serverless-app icon amazon-lookout-for-vision-serverless-app

This project contains source code and supporting files for a serverless application which can be used for detecting defects in products in manufacturing assembly lines, storing inference results and sending real-time email notifications on defect detection.

amazon-rekognition-custom-labels-a2i-automated-continuous-model-improvement icon amazon-rekognition-custom-labels-a2i-automated-continuous-model-improvement

With Amazon Rekognition Custom Labels, you can easily build and deploy Machine Learning (ML) models to identify custom objects which are specific to your business domain in images without requiring advanced ML knowledge. When combined with Amazon Augmented AI (A2I), you can quickly integrate a ML workflow to capture and label images with a human workforce for model training. As ML lifecycle is an iterative and repetitive process, you need to implement an effective workflow that can provide for continuous model training with new data and automated deployment. Your workflow also needs to be flexible enough to allow for changes without requiring development rework as your business objectives change. Operationalizing an effective and flexible workflow can be resource intensive, especially for customers who have limited machine learning capabilities. In this post, we will use AWS Step Functions, AWS Lambda, and AWS System Manager Parameter Store to automate a configurable ML workflow for Rekognition Custom Labels and A2I. We will provide an overview of the solution and instructions to deploy it with AWS CloudFormation.

avalanche icon avalanche

Prometheus/OpenMetrics endpoint series generator for load testing.

aws-serverless-ecommerce-platform icon aws-serverless-ecommerce-platform

Serverless Ecommerce Platform is a sample implementation of a serverless backend for an e-commerce website. This sample is not meant to be used as an e-commerce platform as-is, but as an inspiration on how to build event-driven serverless microservices on AWS.

boot-opentelemetry-tempo icon boot-opentelemetry-tempo

Project demonstrating Complete Observability Stack utilizing Prometheus, Loki (For distributed logging), Tempo (For Distributed tracing, this basically uses Jaeger Internally), Grafana for Java/spring based applications (With OpenTelemetry auto / manual Instrumentation) involving multiple microservices with DB interactions

caching icon caching

Source code from my microservices caching session at NFJS

chalice icon chalice

Python Serverless Microframework for AWS

examples icon examples

Kubernetes application example tutorials

filestat_exporter icon filestat_exporter

Prometheus exporter gathering metrics about file size, modification time and other stats

flask-ecomm icon flask-ecomm

:dollar: An eCommerce App built with Flask, Jinja, SQLite, jQuery and Bootstrap

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