Skylar Simmons's repositories
CtCI-6th-Edition-Python
Cracking the Coding Interview 6th Ed. Python Solutions
Econ-Data-Science
Articles/ Journals and Videos related to Economics:chart_with_upwards_trend: and Data Science :bar_chart:
ai-economist
Foundation is a flexible, modular, and composable framework to model socio-economic behaviors and dynamics with both agents and governments. This framework can be used in conjunction with reinforcement learning to learn optimal economic policies, as done by the AI Economist (https://www.einstein.ai/the-ai-economist).
Applied-Deep-Learning
Applied Deep Learning
applied-methods-phd
Repo for Yale Applied Empirical Methods PHD Course
applied-ml
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
DiD
Keeping track of what is going on with the latest DiD innovations.
EconML
ALICE (Automated Learning and Intelligence for Causation and Economics) is a Microsoft Research project aimed at applying Artificial Intelligence concepts to economic decision making. One of its goals is to build a toolkit that combines state-of-the-art machine learning techniques with econometrics in order to bring automation to complex causal inference problems. To date, the ALICE Python SDK (econml) implements orthogonal machine learning algorithms such as the double machine learning work of Chernozhukov et al. This toolkit is designed to measure the causal effect of some treatment variable(s) t on an outcome variable y, controlling for a set of features x.
gpss_replication
GPSS Replication Files
IBM-Data-Science-Professional-Certification
Learning materials, Quizzes & Assignment solutions for the entire IBM data science professional certification. Also included, a few resources that I found helpful.
lectures
Lecture notes for EC 607
math-for-macro
This repository contains material for a one-week graduate course on mathematical methods for macroeconomics.
mlrtime
A Stata package for running machine learning analyses in R
owid-grapher
Interactive data visualizations done quickly
pml2-book
Probabilistic Machine Learning: Advanced Topics
Python
All Algorithms implemented in Python
python-machine-learning-book-3rd-edition
The "Python Machine Learning (3rd edition)" book code repository
QuantEcon.notebooks
Jupyter notebooks contributed by QuantEcon developers, users and the community
sequence-jacobian
Interactive guide to Auclert, Bardóczy, Rognlie, and Straub (2019): "Using the Sequence-Space Jacobian to Solve and Estimate Heterogeneous-Agent Models".
shift-share
Replication package and code for "Quasi-Experimental Shift-Share Designs"
UltimateGitResource
📚 The ultimate collection of git commands and resources to power up your programming!