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tamaraw01/README.md

Augie Aditama — Data · AI · Machine Learning

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Support

ko-fi

Support me on Saweria

About

{
  "name"       : "Augie Aditama",
  "alias"      : "tamaraw01",
  "role"       : "Data Scientist & AI/ML Engineer",
  "focus"      : ["Deep Learning", "Computer Vision", "Predictive Modeling"],
  "philosophy" : "Data never lies. My model does."
}

TECH STACK

Languages & Core

Python TypeScript SQL

ML / DL Frameworks

PyTorch TensorFlow Scikit--learn FastAI XGBoost

Data & Visualization

Pandas NumPy Albumentations Jupyter Kaggle

MISSION LOG — Featured Projects

Pothole-Segmentation

Semantic segmentation pipeline using UNet++ with EfficientNet-B5 encoder, trained with PyTorch + Albumentations + mixed-precision training for real-world road damage detection.

Pothole-Segmentation

PyTorch Jupyter

Customer-Loyalty-Prediction

Predictive model for next-month repurchase behavior using XGBoost & MLP on transactional data. Bridging the gap between data patterns and real business decisions.

Customer-Loyalty-Prediction

XGBoost Jupyter

Image-Based-Classification-of-Indonesian-Traditional-Houses

Deep learning classifier identifying 5 types of traditional Indonesian houses via transfer learning with ResNet-50 and the FastAI framework. Preserving culture through AI.

Image-Based-Classification-of-Indonesian-Traditional-Houses

FastAI ResNet

Glaucoma-Detection

Binary classification of Glaucomatous Optic Neuropathy (GON+ vs GON−) using EfficientNet-B3 on the HYGD dataset. Medical AI for early detection.

Glaucoma-Detection

EfficientNet Python

CONNECT

LinkedIn Kaggle GitHub

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  1. Pothole-Segmentation Pothole-Segmentation Public

    Pothole segmentation using UNet++ with EfficientNet-B5 encoder. Built with PyTorch, Albumentations, and mixed-precision training.

    Jupyter Notebook 1

  2. AI-News-Agent AI-News-Agent Public

    Python

  3. Customer-Loyalty-Prediction Customer-Loyalty-Prediction Public

    Predictive model for customer loyalty using XGBoost & MLP — predicting next-month repurchase behavior from transactional data

    Jupyter Notebook

  4. Glaucoma-Detection-from-Deep-Fundus-Images Glaucoma-Detection-from-Deep-Fundus-Images Public

    Glaucoma detection from Deep Fundus Images using EfficientNet-B3 — binary classification of Glaucomatous Optic Neuropathy (GON+ vs GON-) on the HYGD dataset.

    Python

  5. Image-Based-Classification-of-Indonesian-Traditional-Houses Image-Based-Classification-of-Indonesian-Traditional-Houses Public

    A deep learning image classification model that identifies 5 types of Indonesian traditional houses using transfer learning with ResNet-50 and the FastAI framework.

    Jupyter Notebook

  6. Kondomatur Kondomatur Public

    Kondomatur adalah prototype AI-powered donation payment gateway untuk streamer. Sistem ini memoderasi nama pengirim dan pesan donasi sebelum payment sandbox dilanjutkan ke checkout dan overlay.

    Python