Scott J Simontacchi's repositories
fraud-detection
Detecting Fraud with calibrated probabilities across class imbalances.
Handicap-Accessibility-Deserts-in-SF
Identifying accessibility deserts for the physically handicapped in San Francisco
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
Projects and exercises studying the engineering of autonomous cars with Udacity's Autonomous Car Engineering Nanodegree Program
Classifying-Traffic-Signs
Implemented LeNet and LeCun-Sermanet architectures to classify Traffic Signs
deep-reinforcement-learning
Repo for the Deep Reinforcement Learning Nanodegree program
empathy_prediction
Models to Detect Empathy and Sentiment with Bert, Distilbert, and traditional NLP techniques
Predicting-GPA-From-Admissions-Scores
Takes years of real admissions and GPA data and cleans, merges, and analyzes to find most important factors of student success
SenseMS
Investigation into the effects of frame-rate on neural network classification accuracy of multiple sclerosis.
Finding_Lane_Lines
Lane Finding Project for Self-Driving Car ND
imglab
To speedup and simplify image labeling/ annotation process with multiple supported formats.
Insight_Project_Framework
Framework for machine learning projects at Insight Data Science
log_summarizer
Log summarizing DAG pipeline with decorators
Mask_RCNN
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
ml-powered-applications
Companion repository for the book Building Machine Learning Powered Applications
models
Models and examples built with TensorFlow
monodepth
Unsupervised single image depth prediction with CNNs
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
The dataset is used to train my own raccoon detector and I blogged about it on Medium
regression_case_study
Built pipeline with LASSO, Ridge, OLS and ensembling to predict sale prices with messy data
reinforcement-learning-an-introduction
Python Implementation of Reinforcement Learning: An Introduction
tfrecord_utility
Generate and view TensorFlow's TFRecord file.
traffic-sign-classifier
Developing a traffic sign classifier build off of LeNet NN architecture
wavernn
WaveRNN-based waveform generator & demo of TensorFlow CuDNN-GRU usage.