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RugvedBane/README.md

Typing SVG

Rugved Bane

CS Student · Navi Mumbai, India

Former AI Engineer Intern at Nirikshan AI. Building and shipping ML projects.

Projects

Project Links
Deepfake Audio Detector Repo · Live
UFC Fight Predictor Repo · Live
Student Health Risk Prediction Repo · Kaggle
Netflix Data Analysis Repo · Kaggle

Open Source Contributions

Repository Contribution PR
philpaz/recusal — data-quality gate library Bug fix: added _validate_threshold() helper across row_count, null_rate, in_range — catches NaN, inf, bool, inverted bounds; 14 new tests, verified on Py 3.9 & 3.12 PR #63 · Merged
WesternFriend/westernfriend.org — Django project Tests: added CacheSettingsEnvironmentTests covering cache settings env branches — +59 lines, Sourcery 5/5, 8 CI checks passed PR #1296 · Merged
openml/openml-python (360 stars) — ML benchmarking library Docs: fixed duplicate benchmark_suite parameter in create_study() docstring PR #1748 · Merged

Currently Learning

  • Deep Learning (RNNs, GRUs, Transformers, Attention Mechanism)
  • Competing on Kaggle

Stack

Python Scikit-learn XGBoost LightGBM CatBoost Optuna TensorFlow Keras PyTorch OpenCV HuggingFace FastAPI Streamlit Pandas NumPy Git

Pinned Loading

  1. deepfake-audio-detector deepfake-audio-detector Public

    Deepfake audio detection using EfficientNet-B0, Grad-CAM explainability, and Groq LLM explanations. Built with FastAPI and Streamlit.

    Python 1

  2. Student-Health-Risk-PS-S6E7 Student-Health-Risk-PS-S6E7 Public

    🥉 Bronze Medal solution for Kaggle PS S6E7 — Student Health Risk Prediction using LightGBM + Optuna

    Jupyter Notebook

  3. UFC-Predictor UFC-Predictor Public

    ML web app that predicts UFC fight outcomes using historical fighter stats — built with Scikit-learn & deployed on Streamlit

    Python

  4. house-price-predictor house-price-predictor Public

    California house price prediction web app — LightGBM + Optuna (R²=0.86) with FastAPI backend & Streamlit frontend

    Python

  5. Netflix-data-Analysis Netflix-data-Analysis Public

    Exploratory Data Analysis on 8,800+ Netflix titles — content trends, genre patterns & release insights | Kaggle Bronze Medal

    Jupyter Notebook