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fishyyuser/README.md

Hi, I’m Pradyumn 👋

I’m an ML-focused engineer interested in building practical, end-to-end machine learning systems — from data preprocessing and model training to deployment and iteration.

I value strong fundamentals and care about how ML systems behave in real-world conditions: APIs, latency, imperfect data, and iteration.

🧠 Focus Areas

  • End-to-end ML pipelines
  • Computer Vision (OpenCV + DL)
  • NLP (sequence models, attention)
  • Model evaluation & experiment tracking
  • Containerized ML services & APIs

🚀 Selected Work

  • Sudoku Solver — CV + DL system with API & Android integration
  • Phishing Detection Pipeline — MLflow + Dockerized ML service
  • Emotion Classification — BiLSTM + Attention
  • Advent of Code — algorithmic problem solving (graphs, DP, backtracking)

(See pinned repositories.)

🎯 Career Interests

  • ML Engineer
  • AI Engineer
  • Applied ML / ML Systems roles

🌐 Socials:

LinkedIn email LeetCode

💻 Tech Stack:

Python AWS mlflow Git Bash Script MongoDB Docker AWS Flask OpenCV Gunicorn MongoDB MySQL Keras Matplotlib mlflow NumPy Pandas scikit-learn Scipy TensorFlow GitHub GitHub Actions Docker

Pinned Loading

  1. 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

  2. MDMLP MDMLP Public

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

    Python

  3. 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

  4. 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

  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

    Jupyter Notebook

  6. Text-Emotion-Predictor Text-Emotion-Predictor Public

    End-to-end NLP emotion classification system using BiLSTM + Attention with a Streamlit-based real-time web app for inference.

    Jupyter Notebook