Kyle Dunovan's Projects
Materials and code for the Introduction to Data Science in Python course at the 2018 UT Summer Statistics Institute
VIP cheatsheets for Stanford's CS 229 Machine Learning
VIP cheatsheets for Stanford's CS 230 Deep Learning
Course material for STAT 479: Deep Learning (SS 2019) at University Wisconsin-Madison
Statistical Data Analysis in Python
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath
Python modules and IPython Notebooks, for the book "Introduction to Statistics With Python"
Bare bones use-case for deploying a containerized web app (built in streamlit) on AWS.
Simple web app example using streamlit and FastAPI to serve a PyTorch model
A simple Streamlit Component to display a Timeline in Streamlit apps. It integrates Knightlab's TimelineJS.
style transfer web app [FastAPI + streamlit + Docker]
IPython Notebooks for the 2017 model-based neuroscience summer school in Amsterdam
Templates, scripts and samples for quickly building CI/CD with Tekton.
The aim of this repository is to show a baseline model for text classification through convolutional neural networks in the PyTorch framework. The architecture implemented in this model was inspired by the one proposed in the paper: Convolutional Neural Networks for Sentence Classification.
A template repository to quickly build an online textbook using Jekyll
Repository of state of the art text/documentation classification algorithms in Pytorch.
Text preprocessing, representation and visualization from zero to hero.
TensorFlow implementation of an arbitrary order Factorization Machine
A dataset containing human-human knowledge-grounded open-domain conversations.
Model explainability that works seamlessly with 🤗 transformers. Explain your transformers model in just 2 lines of code.
Streamlit demo app to demonstrate the features of transformers interpret with multiple models.
viz of trek
A suite of tools for collecting, pre-processing, analyzing and sentiment-scoring twitter data
A Twitter bot that can determine a user’s interest on the fly and serve up a relevant GIF.
The Ultimate FastAPI Tutorial
code-a-thon problems/notes/solutions for the 240/350 spring 2018 code-a-thon
Vaghi, Luyckx et al. (2017)