Soumya Das

AI Engineer | Edge AI & Full-Stack Development
WhatsApp & n8n Automation for Small Businesses

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About Me

Soumya Das Soumya Das

Intelligence that runs at the edge

Edge AI developer and Integrated MCA student who deploys quantized CNN models on NVIDIA Jetson Orin Nano with CUDA — a 4× GPU speedup and sub-100 ms inference.

I design end-to-end IoT-ML pipelines, from wearable and field sensors to Django REST back-ends, with real deployments in agriculture and healthcare.

I build full-stack web applications, creating responsive interfaces and connecting them to APIs and data layers. I focus on clear user experiences and practical, maintainable solutions.

Building the Future of Intelligent Systems

I'm the kind of engineer who doesn't just build systems. I build systems that build themselves.

While most developers are still manually deploying containers, I'm teaching AI to manage entire infrastructures.

I build practical AI, IoT, and full-stack systems, taking ideas from model development to real-world deployment.

Read My Story
Location
Kolkata, India
Focus
Intelligence that runs at the edge
Service Areas
6
Featured Projects
6

What I Do

Edge AI Deployment

Quantized FP16/INT8 CNN models on NVIDIA Jetson Orin Nano with CUDA for real-time, offline inference.

  • Model optimization FP16 and INT8 quantization
  • Jetson deployment NVIDIA Jetson Orin Nano with CUDA
  • Real-time inference Offline execution and low-latency targets
  • Performance testing Accuracy and inference benchmarking
  • Production integration Connect models to sensor-driven applications

IoT–ML Pipelines

Wearable and field-sensor integration feeding live ML inference, with Django REST back-ends.

  • Sensor integration Wearable and field sensors
  • Live data pipelines Collect and prepare sensor readings
  • Sensor-to-model flow Feed data into real-time inference
  • Backend APIs Django REST integration
  • Monitoring workflows Support remote monitoring and anomaly alerts

Full-Stack Web Apps

Django, PHP and Node.js back-ends with React or Bootstrap front-ends and MySQL / MongoDB.

  • Backend development Django, PHP, and Node.js
  • Frontend interfaces React and Bootstrap
  • API integration REST and AJAX workflows
  • Data storage MySQL and MongoDB
  • Product features Authentication, dashboards, and marketplaces

Computer Vision

CNN image classification for agriculture and health, from dataset curation to deployment.

  • CNN classification Agriculture and health use cases
  • Dataset preparation Curate field and monitoring images
  • Model training Multi-class image classification
  • Evaluation Accuracy and inference latency
  • Deployment Integrate models with edge applications

Automation & Data

Python scripts and n8n webhook pipelines that remove manual, recurring work.

  • Task automation Python scripts for repeatable workflows
  • Webhook workflows n8n triggers and integrations
  • Process connections Link forms, APIs, and services
  • Data handling Structure incoming application data
  • Operations support Reduce recurring manual tasks

AI Integration

Prompt engineering, LangChain and AI APIs wired into web systems.

  • AI API integration Connect AI services to applications
  • Prompt design Shape task-specific prompts and outputs
  • LangChain workflows Connect language models to app context
  • Context handling Provide relevant data to model calls
  • Product integration Add AI capabilities to web interfaces

Technical Proficiency

Tools I use to build edge AI, IoT, and web systems.

Languages

  • Python
  • JavaScript
  • PHP
  • SQL
  • Java
  • C
  • C++
  • HTML5
  • CSS3
  • Bash
  • JSON

Edge AI

  • NVIDIA Jetson Orin Nano
  • CUDA
  • TensorFlow Lite
  • Raspberry Pi
  • FP16/INT8 Quantization
  • ONNX Runtime
  • TensorRT
  • OpenCV

AI / ML

  • CNN
  • Computer Vision
  • Scikit-learn
  • LangChain
  • Prompt Engineering
  • PyTorch
  • TensorFlow
  • Model Evaluation

Backend

  • Django
  • REST APIs
  • Node.js
  • PHP
  • ASP.NET
  • Django REST Framework
  • Authentication
  • Webhooks

Frontend

  • React.js
  • Next.js
  • Bootstrap
  • Tailwind CSS
  • AJAX
  • Responsive UI
  • HTML Semantics
  • Accessibility

Databases

  • MySQL
  • MongoDB
  • SQLite
  • Database Design
  • Query Optimization
  • Data Modeling

IoT

  • Sensor Integration
  • Real-time Pipelines
  • Linux
  • MQTT
  • Data Logging
  • Edge Connectivity
  • Remote Monitoring

Tools

  • Git
  • GitHub
  • Postman
  • Figma
  • Draw.io
  • n8n
  • VS Code
  • PyCharm
  • Docker
  • Jupyter

AI Assistants

  • Claude
  • ChatGPT
  • GitHub Copilot
  • Gemini
  • Prompt Workflows
  • Code Review
  • Documentation

My Skills

0 × GPU speedup on Jetson
0 %+ Disease-detection accuracy
0 % Latency reduction
0 + Students on my LMS

My Journal

All posts

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