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Scott J Simontacchi's Projects

1906-traffic-patterns-market-st-sf icon 1906-traffic-patterns-market-st-sf

Built a model to recognize objects in 1906 video of Market Street, SF, then use perspective transformation and time-series plot to analyze traffic patterns.

autonomous-car-projects icon autonomous-car-projects

Projects and exercises studying the engineering of autonomous cars with Udacity's Autonomous Car Engineering Nanodegree Program

empathy_prediction icon empathy_prediction

Models to Detect Empathy and Sentiment with Bert, Distilbert, and traditional NLP techniques

fraud-detection icon fraud-detection

Detecting Fraud with calibrated probabilities across class imbalances.

imglab icon imglab

To speedup and simplify image labeling/ annotation process with multiple supported formats.

mask_rcnn icon mask_rcnn

Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow

models icon models

Models and examples built with TensorFlow

monodepth icon monodepth

Unsupervised single image depth prediction with CNNs

predicting-auction-prices icon predicting-auction-prices

Built pipeline with LASSO, Ridge, OLS and ensembling to predict sale prices with messy data for Galvanize Data Science Immersive regression case study

raccoon_dataset icon raccoon_dataset

The dataset is used to train my own raccoon detector and I blogged about it on Medium

regression_case_study icon regression_case_study

Built pipeline with LASSO, Ridge, OLS and ensembling to predict sale prices with messy data

sensems icon sensems

Investigation into the effects of frame-rate on neural network classification accuracy of multiple sclerosis.

wavernn icon wavernn

WaveRNN-based waveform generator & demo of TensorFlow CuDNN-GRU usage.

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