CassieG's repositories
academic_advisory
Collected opinions and advice for academic programs focused on data science skills.
AI-ethics-reading
One sentence summary of my own curated literatures on AI ethics
cookiecutter
A command-line utility that creates projects from cookiecutters (project templates). E.g. Python package projects, jQuery plugin projects.
course-nlp
A Code-First Introduction to NLP course
misinfo-NLP
capstone project on misinformation
MLE-8-repo
machine learning eng course
covid-workplace-risk
A simulation-based stochastic contact network to assess the cumulative incidence of COVID-19 in workplaces.
data-science-template
A starter template for data science projects
DS-Career-Resources
Compilation of resources and insights that helped me on my journey to data scientist
interpret
Fit interpretable models. Explain blackbox machine learning.
keep-a-changelog
If you build software, keep a changelog.
LeetCodeAnimation
Demonstrate all the questions on LeetCode in the form of animation.（用动画的形式呈现解LeetCode题目的思路）
lilsummer.github.io
My Portfolio - Personal Website
mixem
Pythonic Expectation-Maximization (EM) implementation for fitting mixtures of probability densities
ml-design-patterns
Source code accompanying O'Reilly book: Machine Learning Design Patterns
ml-glossary
Machine learning glossary
ML_recipes
recipes for ml and stats problems
newsvendor
Newsvendor model with Python
numerics-review
Jupyter notebooks with answers to end of chapter review questions for the textbook Scientific Computing by Michael Heath (2018).
presentations_n_talks
talks and presentations
python-patterns
A collection of design patterns/idioms in Python
PyTorchNLPBook
Code and data accompanying Natural Language Processing with PyTorch published by O'Reilly Media http://nlproc.info/pytorch
spark-nlp-workshop
Public runnable examples of using John Snow Labs' NLP for Apache Spark.
SparkSummit2020
Sample Databricks notebook for the 2020 Databricks / Spark Summit