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SwayamAg/README.md

Swayam Agarwal

πŸš€ SDE (AIML) | GenAI + Backend Engineering

Typing SVG

LinkedIn Gmail GitHub


🧠 What I Build

  • πŸ”— RAG-based AI systems (context-aware LLM applications)
  • ⚑ FastAPI-powered ML APIs (production-ready backend systems)
  • πŸ‘οΈ Computer Vision pipelines (real-world datasets & preprocessing)
  • πŸ€– AI agents & automation workflows

πŸ€– AI System Snapshot

Focus: GenAI + Backend Systems
Current Work: RAG Systems | FastAPI APIs | CV Data Pipelines
Stack: Python | FastAPI | LangChain | TensorFlow | OpenCV
Working With: Roboflow | Satellite Imagery | Real-world datasets
Goal: Build scalable, production-ready AI applications

πŸ§‘β€πŸ’» About Me

AIML Engineer currently working as an SDE (AIML) Intern. I focus on building reliable backend systems and AI-powered APIs, bridging the gap between research models and production deployment. I work primarily with Generative AI, RAG architectures, and Scalable Python backends.


πŸ”₯ Currently Working On

  • SDE (AIML) Intern @ IRIS Aerial Innovations
  • Scaling RAG-powered systems & LLM-orchestrated agents
  • Optimizing FastAPI microservices for production throughput (AgroVision)

🧠 Core Skills

  • Machine Learning & CV: CNNs, Computer Vision, Feature Engineering, Dataset Preprocessing
  • Generative AI: LLMs, RAG Systems, Prompt Engineering, LangChain
  • Backend Engineering: FastAPI, RESTful APIs, API Integration
  • Data Engineering: NumPy, Pandas, SQL, Google Earth Engine

βš™οΈ Tech Stack

Languages
ML / DL
GenAI / LLMs
Infra / Tools

πŸ’Ό Experience

SDE (AIML) Intern β€” IRIS Aerial Innovations Pvt. Ltd. Β Β·Β  Feb 2026 – Present

  • Optimized image preprocessing pipelines for large-scale CV datasets (Roboflow, satellite imagery)
  • Built data pipelines and automated ML workflows to streamline model training cycles
  • Developed geospatial/aerial imagery solutions for real-world computer vision applications
  • Streamlined annotation processing and dataset normalization for model readiness
  • Enhanced dataset quality, contributing to measurable improvements in model training performance

AI Lead β€” CΓ³digo Maestro Β Β·Β  Apr 2025 – Present

  • Deployed ML/DL architectures (ANN, CNN) serving real-world use cases
  • Developed and served LLM-based chatbots using Gemini Pro and FastAPI
  • Led technical mentorship on model evaluation, prompt design, and deployment workflows

Project Intern β€” Defence Research and Development Organisation (DRDO) Β Β·Β  Jan 2026

  • Contributed to applied AI/ML development in a research-driven R&D environment
  • Supported backend AIML service integration into existing systems

πŸš€ Featured Projects

Project Description Stack
AgroVision 🌾 AI-powered smart farming platform built using FastAPI microservices. Integrated CNN-based plant classification and a Gemini-powered LLM chatbot using real-time satellite data. FastAPI TensorFlow Gemini Pro GEE
Plant-Identification 🌿 FastAPI-based image classification API for species detection using CNN models. Built deployable inference system with production-ready endpoints and real-time predictions. TensorFlow FastAPI ResNet50
Fitness-ChatBOT πŸ‹οΈ LLM-powered chatbot for fitness & nutrition guidance using LangChain and Gemini API. Built context-aware conversational system for personalized user responses. LangChain Gemini API Python
Persona-ChatBOT πŸ€– LLM-powered multi-persona chatbot using Gemini Pro and prompt engineering. Simulates roles like Career Coach, Tech Mentor, and Assistant with dynamic responses. Python Gemini Pro Prompt Engineering

πŸ“Œ Check my pinned repositories for more work.


🎯 Focus Areas (Actively Exploring)

🧩  Advanced RAG Optimization    β†’  Improving context-retrieval latency & groundedness
πŸ€–  Multi-Agent AI Systems       β†’  Engineering collaborative agentic workflows
πŸ”—  LLM Orchestration            β†’  Optimizing prompt chains and routing for performance
πŸ“  Scaling ML Microservices     β†’  Improving throughput & reliability of AI backends

⚑ Engineering Philosophy

  • Build systems, not just models
  • Focus on real-world deployment
  • Keep solutions scalable, simple, and reliable

πŸ† Highlights

πŸ† Rank 1 (All India) IIT Roorkee Productathon β€” Built AI solution under tight deadlines
πŸ₯‡ Top 15 Finalist EvolvX Projectathon 2025 β€” MNIT Jaipur (national-level)
πŸ§‘β€πŸ« GSSoC '25 Mentor Mentored open-source contributors in AI/ML projects
🟒 Google Student Ambassador 2024–25 cohort
πŸ… Google Cloud Arcade β€” Legend Tier Highest achievement level in cloud infrastructure

πŸŽ“ Certifications

Β  Β  Β 


🎯 Open To

  • SDE Intern / AIML Intern / GenAI Engineer roles
  • Backend + AI Engineering hybrid opportunities

πŸ’¬ Let's Connect

I'm always open to discussing AI systems architecture, collaboration opportunities, or open-source engineering.

LinkedIn Gmail

Pinned Loading

  1. Custom-Churn-Prediction Custom-Churn-Prediction Public

    Jupyter Notebook 1

  2. LeetCode-Feedback/LeetCode-Feedback LeetCode-Feedback/LeetCode-Feedback Public

    796 402

  3. Fitness-ChatBOT Fitness-ChatBOT Public

    A terminal-based AI fitness chatbot that gives personalized workout plans, nutrition tips, and health advice using Gemini and LangChain. Fast, interactive, and easy to use!

    Python

  4. Medical-Insurance-Premium-Prediction Medical-Insurance-Premium-Prediction Public

    A comprehensive Medical Insurance Premium Prediction system featuring a Streamlit web app and FastAPI backend. Uses machine learning algorithms (Random Forest, XGBoost, Gradient Boosting) to predic…

    Jupyter Notebook

  5. PlantVision-AI PlantVision-AI Public

    AI-powered plant species classification using ResNet50 and FastAPI

    Jupyter Notebook

  6. Agrovision-v2.0 Agrovision-v2.0 Public

    Forked from SHASHWAT0202/Agrovision-v2.0

    Backend AIML contributor fork β€” designed and implemented FastAPI-based AI services including soil moisture prediction, crop recommendation, plant classification (CNN), and a Gemini-powered agricult…

    Jupyter Notebook 1