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R0SEWT/README.md

๐Ÿ‘‹ Hi, I'm Rody โ€” Machine Learning & AI Developer


๐Ÿš€ Highlights

  • ๐Ÿง  ML pipelines for real-time computer vision & predictive analytics
  • ๐Ÿ“Š Big Data with H2O.ai, Parquet & distributed processing
  • ๐Ÿ” Interpretable AI (SHAP, LIME)
  • ๐Ÿค Teamwork on applied AI projects

๐Ÿ› ๏ธ Tech Stack

Category Tools & Languages
Languages Python R C++ SQL
ML/DS PyTorch Scikit-learn H2O.ai Optuna
Data Viz Matplotlib Seaborn PowerBI
Infra & API FastAPI Docker Flask

๐Ÿ“‚ Featured Projects

Project Preview Description
NAO Emotion Classifier Aรบn no tenemos imagen Real-time emotion detection for NAO robot using CNNs & keypoints
Denmark House Price Analysis Aรบn no tenemos imagen Predictive modeling with Big Data pipelines & explainability
SpotiOrganizer Aรบn no tenemos imagen Playlist automation with mood & tempo clustering

๐Ÿ“Š GitHub Stats


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  1. Denmark-HousePrices-Analysis Denmark-HousePrices-Analysis Public

    End-to-end ML pipeline on 1.5M Danish residential house price transactions (1992โ€“2024). XGBoost + Optuna on H2O GPU cluster (Rยฒ โ‰ˆ 0.9999 on log_price), medallion architecture, Tableau exports.

    Jupyter Notebook 2

  2. gallstone-risk-rural-peru-ml gallstone-risk-rural-peru-ml Public

    XGBoost classifier predicting gallstone risk using bioimpedance from rural Peru. Reproduces published ML methodology and adapts for field deployment without lab tests. Deployed at gallstone.rosewt.โ€ฆ

    Jupyter Notebook 1

  3. GENO-MAP_Correspondence-Free-Diagnostics-for-Sweet-Potato-Diversity-Maps GENO-MAP_Correspondence-Free-Diagnostics-for-Sweet-Potato-Diversity-Maps Public

    Correspondence-free pipeline for validating genomic diversity maps of sweet potato collections. PCA/UMAP + kNN graphs on DArT SNP matrices; PCA-30D vs autoencoders in nโ‰ชp regimes. Conference poster.

    Jupyter Notebook

  4. potato-achis potato-achis Public

    Multi-source domain adaptation network for Andean potato disease classification. Addresses domain shift between public datasets and real field conditions with specialized augmentations for highlandโ€ฆ

    Jupyter Notebook 1

  5. spotify-playlist-organizer spotify-playlist-organizer Public

    Flask web app organizing Spotify liked songs into playlists via K-means clustering on audio features. Spotify OAuth, cosine similarity recommendations, MongoDB, Redis, Docker Compose.

    HTML 2

  6. Nao-CNN-Emotion Nao-CNN-Emotion Public

    CNN emotion detection (FER2013, 7 classes) integrated with a NAO humanoid robot for autism therapy. Flask API for real-time inference; three-phase therapy orchestrator driving NAO gestures and speech.

    Jupyter Notebook