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Derek Hanson's Projects

captum icon captum

Model interpretability and understanding for PyTorch

finance icon finance

Methods for gathering, processing, storing, and analyzing financial data on equities.

finding_upsets icon finding_upsets

Data and model files to accompany the Medium article on visualizing model components to understand uncertainty in statistical models.

flow-forecast icon flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

gretel-synthetics icon gretel-synthetics

Synthetic data generators for structured and unstructured text, featuring differentially private learning.

health icon health

An exploration of health data from fitness devices.

hrl-taxi icon hrl-taxi

Solution for Taxi env using HRL (Hierarchical reinforcement learning) (2018)

mandrova icon mandrova

An Awesome Synthetic Sensor Data Generator for Python3

music icon music

Exploration and analysis of data from Billboard, Spotify, and other sources of music data.

nba_positions icon nba_positions

Data and model files from a Gaussian Mixture Model analysis of NBA player statistics. Related article available at https://link.medium.com/Tmqi4A16D9.

nba_stats icon nba_stats

A collection of code to collect NBA data and develop insight into aspects of the game and players.

netflix icon netflix

Data and examples to explain machine learning through a publicly-available dataset on Netflix shows.

nixtlats icon nixtlats

Deep Learning for Time Series Forecasting.

nyum icon nyum

A simple Pandoc-powered static site generator for your recipe collection – it effortlessly turns a set of Markdown-formatted recipes into a lightweight, responsive, searchable website.

opengym-taxi-v3 icon opengym-taxi-v3

Open Gym Taxi v3 environment solved using sarsamax algorithm(Q-Learning)

option-critic icon option-critic

A Tensorflow implementation of the Option-Critic Architecture

predicted_probabilities_bank_marketing icon predicted_probabilities_bank_marketing

Tackling imbalanced data with predicted probabilities. Using the Portuguese bank marketing dataset as a case study, as published in Towards Data Science on Medium.com

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