Aditya Singh adityasinghcoding

🧠 "I don't just build AI systems — I ask why they behave the way they do, then optimise them."

👨‍💻 About Me

I'm an AI/ML Engineer from Moradabad, UP, India — obsessed with turning research-grade ideas into production-grade systems. My work spans the complete ML lifecycle: raw data ingestion, model training, prompt engineering, RAG pipeline design, agentic orchestration, and end-to-end deployment.

🚀 Shipped: PolySensor — a live agentic AI platform processing 108+ file formats with RAG-powered content intelligence
🔬 Shipped: ACMA — a deployed multimodal content moderation system (F1: 0.91)
🧩 Advisory: Designed enterprise AI architecture across 4 business functions for CL Gupta Exports Ltd.
📖 Research habit: I read ML papers and translate findings directly into project implementations
🥇 Off the screen: 8× Gold Medalist in Speed Skating — discipline on ice, precision in code

🛠️ Tech Stack

aditya = {
    "LLMs & Agentic AI"   : ["LangChain", "LangGraph", "Google Gemini API", "OpenAI API", "Hugging Face"],
    "ML & Deep Learning"  : ["PyTorch", "TensorFlow", "Keras", "Scikit-learn", "CNN", "YOLOv8"],
    "NLP & Multimodal"    : ["RAG", "ChromaDB", "OCR (Tesseract/EasyOCR)", "Speech Recognition", "NER"],
    "Data & Pipelines"    : ["Pandas", "NumPy", "Matplotlib", "Seaborn", "ETL Design", "SQL/SQLite"],
    "Backend & Deployment": ["Flask", "FastAPI", "Docker", "Vercel", "Render", "Nginx", "Git"],
    "Currently exploring" : ["Advanced Agentic Architectures", "LLM Fine-tuning at Scale"]
}

🚀 Featured Projects

🔵 PolySensor · Live ↗

Agentic AI · Multimodal · Production Deployed

End-to-end agentic pipeline that ingests and analyses 108+ file formats — documents, images, audio, video — with multi-agent orchestration via LangChain.

🧩 Advanced RAG with ChromaDB vector store + custom chunking
🎙️ OCR (Tesseract) + Speech Recognition for unstructured media
⚡ 80% reduction in manual content review time
🐳 Dockerised + deployed on Vercel (frontend) & Render (backend)
📦 161 commits · 2 releases

Python LangChain Gemini API RAG ChromaDB React Flask Docker

🔴 ACMA · Live ↗

AI Content Moderation · CNN + NLP · Final Year Project

Multimodal content moderation system detecting toxic, inappropriate and violent content across text, images, audio and video.

🎯 F1-Score: 0.91 via systematic hyperparameter tuning
🧠 TF-IDF + toxicity classifier for text; CNN (299×299) for images
🎥 Frame-level video analysis + speech-to-text audio pipeline
🔌 REST API: POST /detect_toxicity for live integrations
📦 70 commits · Dockerised

Python TensorFlow Keras CNN OpenCV EasyOCR Flask Docker

🟡 Enterprise AI Architecture

Advisory · CL Gupta Exports Ltd. · 2026

Comprehensive AI integration across 4 business functions for a mid-size export manufacturing firm.

👥 HR anomaly detection — Isolation Forest
📦 Customs doc intelligence — LangChain + pdfplumber → MS SQL Server (no LLM dependency)
📈 Demand forecasting — Facebook Prophet
👁️ Visual QC — YOLOv8
🔁 Attrition prediction — XGBoost

XGBoost Prophet YOLOv8 LangChain pdfplumber pyodbc MS SQL Server

🟢 ML Internship @ CodSoft · Certificate

Production ML · 3 Domains · 50,000+ Records

Built and evaluated three production-ready ML models across distinct problem types.

📉 Customer Churn Prediction — 86% accuracy
🎬 Movie Genre Classification — 77% precision (multi-label NLP)
📧 SMS Spam Detection — 97% accuracy (binary classification)
⚡ 20% reduction in training pipeline time via optimised data loading

Scikit-learn Pandas NLP TF-IDF Jupyter · Aug 2023

📊 GitHub Stats

🏅 Certifications

Certification	Issuer	Year
🐍 Python for Data Science	IBM	2023
🤖 Data Science & Machine Learning	ShapeMySkills	2023
📐 Machine Learning	NPTEL / IIT Kharagpur	2022
🗄️ Database Management Systems	NPTEL / IIT Kharagpur	2023
☕ Java Programming	NPTEL / IIT Kharagpur	2021

🐍 Contribution Snake

🤝 Let's Connect

skating on ice taught me precision · AI taught me scale · shipping taught me everything else

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