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fishyyuser/README.md

Hi, I’m Pradyumn 👋

Backend Engineer with a focus on ML-powered systems. I build end-to-end applications that combine data pipelines, model inference, and scalable APIs.

I care about real-world behavior — latency, async processing, failure handling, and working with imperfect data — not just model accuracy.

🧠 What I Work On

  • Backend systems for ML applications (FastAPI, async workers, APIs)
  • End-to-end ML pipelines (training → evaluation → deployment)
  • Computer Vision & NLP in production settings
  • Job queues, background processing, and system design
  • Dockerized services and cloud deployment (AWS)

🚀 Selected Projects

  • Document Processing Pipeline
    Async backend system with OCR + NER, Redis queue, FastAPI, Docker

  • Sudoku Solver System
    OpenCV + CNN pipeline with Flask API + Android client

  • Phishing Detection ML Pipeline
    End-to-end ML system with MLflow tracking and deployment

  • Advent of Code 2025
    Consistent problem solving (graphs, DP, backtracking)

🎯 Currently Targeting

  • Backend Engineer (Python)
  • ML Systems / Applied ML Roles

🌐 Connect

Pinned Loading

  1. Intelligent-Document-Processing-System Intelligent-Document-Processing-System Public

    End-to-end backend system for extracting structured data from documents using OCR, transformer-based NER, and asynchronous processing with FastAPI.

    Python 1

  2. phishing-ml-detection-pipeline phishing-ml-detection-pipeline Public

    End-to-end network security project using phishing data, featuring ETL pipelines, a spam/ham classification model, experiment tracking with MLflow, Docker-based containerization, and deployment on …

    Python

  3. Sudoku-Solver Sudoku-Solver Public

    Sudoku Solver is an Android-based mobile application that enables users to scan Sudoku puzzles using their smartphone camera and receive instant solutions.

    Python

  4. MDMLP MDMLP Public

    Inference-only ML deployment using Docker & AWS EC2 | Offline training → artifact export → lightweight production container

    Python

  5. Emotion-NLP-Transformer-Benchmark Emotion-NLP-Transformer-Benchmark Public

    Side-by-side benchmark of BiLSTM + Attention vs BERT for multi-class emotion classification with real-time inference comparison

    Python

  6. Advent_of_code_2025 Advent_of_code_2025 Public

    Daily Python solutions for Advent of Code 2025. Clean, efficient implementations with focus on problem-solving, algorithms, and readability.

    Python