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johmicrot/README.md

John Rothman

IT Engineer. 6+ years building, training, and deploying models in production.

Selected Projects

Project Description
Deep-Ranking-For-Image-Similarity Implementation of Google's "Learning Fine-grained Image Similarity with Deep Ranking"
Stochastic-Class-Based-Hard-Example-Mining Stochastic class-based hard example mining for deep metric learning (TensorFlow)
thesis-hierarchical-sampling-similarity Master's thesis — hierarchical sampling for image similarity (PyTorch)
Urban_Atlas_Prediction Land use classification from Google Static Earth imagery with Urban Atlas labels
HVAC_Prediction Room occupancy prediction from environmental sensors (99% accuracy)
paint_by_numbers_image_generator Generates paint-by-number images using color palette optimization
strikeradar Mobile app built with Flutter and Firebase

Writing

Tech

Python, PyTorch, TensorFlow, Docker/Kubernetes, Flutter, MATLAB

Contact

johns.roth@gmail.com | johnrothman.com

Popular repositories Loading

  1. Urban_Atlas_Prediction Urban_Atlas_Prediction Public

    Full guide to generate Google Static Earth Images with Urban Atlas targets and predict on them

    2

  2. Stochastic-Class-Based-Hard-Example-Mining-for-Deep-Metric-Learning Stochastic-Class-Based-Hard-Example-Mining-for-Deep-Metric-Learning Public

    Implementation of Stochastic Class-based Hard Example Mining for Deep Metric Learning in Tensorflow 2.1.0

    Python 2 1

  3. RGB-to-HSI RGB-to-HSI Public

    Function that takes an RGB image and returns the hue, saturation, and intensity componets of each pixel in the image.

    MATLAB 1 2

  4. Compass-rose-optical-tracking-method Compass-rose-optical-tracking-method Public

    MATLAB 1

  5. Deep-Ranking-For-Image-Similarity Deep-Ranking-For-Image-Similarity Public

    Implementation of the google paper Learning Fine-grained Image Similarity with Deep Ranking

    Python 1 1

  6. LocationApproximation LocationApproximation Public

    Application tries to determine if the phone is located on your chest, leg (pocket), or in your hand

    Java