Syed Fuad's Projects
Demo codes for Advanced Natural Resource Economics course by Dr. Farmer and TA-ed by yours truly.
Harmonize heterogenous spatiotemporal gridded agriculture-related datasets. Part of a larger ongoing project to monitor land and water use by combining irrigation and gridded data via remote sensing data with machine learning.
π Papers & tech blogs by companies sharing their work on data science & machine learning in production.
A curated list of awesome Conformal Prediction videos, tutorials, books, papers, articles and open-source libraries.
Largely unorganized list of twitter threads relating to R or econometrics resources or sometimes both.
Awesome Exploratory Data Analysis (EDA)
A curated list of awesome ggplot2 tutorials, packages etc.
A curated list of awesome Machine Learning frameworks, libraries and software.
A curated list of awesome R packages, frameworks and software.
A career planning guide.
Comparing effectiveness of the most common causal machine learning methods across various treatment effect, model complexities, data dimensions and sample sizes.
R code for causal graph animations
A complete computer science study plan to become a software engineer.
R script for paper investigating the spilling characteristic of crime by analyzing county- and metropolitan statistical area-level violent and non-violent crime data using spatial econometric models.
Causal effect of DACA on labor market outcomes. Run difference-in-differences models for immigrants near the criteria cutoffs for DACA eligibility and investigate the causal effect of DACA on labor market outcomes of local residents.
Estimation in sharp Difference-in-Difference designs with multiple groups and periods
Fast Disk-Based Parallelized Data Manipulation Framework for Larger-than-RAM Data
A list of online resources for quantitative modeling, trading, portfolio management
Faker is a Python package that generates fake data for you.
R, Julia and Python implementation of the two submarket fully endogenized finite mixture model used in forthcoming articles by Fuad and Farmer (202-) and Fuad, Farmer, and Abidemi (202-).
Codes for food store presence, density and popularity predictor. Merges census tract-level demographic data from ACS, neighborhood amenities from heterogenous sources, and Point of Interest (POI) data from anonymized cellphone GPS βpingsβ to identify food retailer location and foot traffic information.
Miscellaneous codes for harmonizing agricultural output and other agri-related data raster files and shapefiles. Extracts from raster files the grid-cell data by shapefile boundary.
Optimization problem to combust cotton gin waste to profitably produce electricity and ammonia. Uses hourly electricity prices over 12-years and iterates over 10,000 simulation years.
A tool to create application packets for the academic economics job market