davidrpugh
Instructional Assistant Professor in AI, KAUST; Certified Instructor, @swcarpentry;
King Abdullah University of Science and TechnologyThuwal, Saudi Arabia
Pinned Repositories
econometrics-labs
Graduate level econometrics labs in Python/R
horovod-gpu-data-science-project
Template repository for a Python 3-based data science project that uses Horovod.
introduction-to-computer-vision
Materials for a multi-day course on computer vision
introduction-to-deep-learning
Course materials for a multi-day course on deep learning.
introduction-to-recurrent-neural-networks
machine-learning-for-tabular-data
Repository of course materials for a multi-day course on machine learning for tabular data using Scikit-Learn and XGBoost
prompt-engineering-for-developers
Materials for a short course on prompt engineering
pyBEA
Python package for downloading data from the Bureau of Economic Analysis (BEA) data API.
pyeconomics
Computational economics in Python
python-for-data-analysis
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
davidrpugh's Repositories
davidrpugh/pyBEA
Python package for downloading data from the Bureau of Economic Analysis (BEA) data API.
davidrpugh/machine-learning-for-tabular-data
Repository of course materials for a multi-day course on machine learning for tabular data using Scikit-Learn and XGBoost
davidrpugh/horovod-gpu-data-science-project
Template repository for a Python 3-based data science project that uses Horovod.
davidrpugh/dockercon-2021-demo
Example project template from my DockerCon 2021 talk
davidrpugh/introduction-to-deep-learning
Course materials for a multi-day course on deep learning.
davidrpugh/python-for-data-analysis
Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media
davidrpugh/tensorflow-gpu-data-science-project
Template repository for a Python 3-based (data) science project with GPU acceleration using the TensorFlow ecosystem.
davidrpugh/nvidia-rapids-data-science-project
Template repository for a Python 3-based (data) science project with GPU acceleration using NVIDIA RAPIDS libraries.
davidrpugh/sklearn-data-science-project
Template repository for a Python 3-based (data) science project using the scikit-learn ecosystem.
davidrpugh/stochastic-expatriate-descent
An expat scientist's musings about machine learning, deep learning, and living abroad.
davidrpugh/evolution-of-social-behavior
Model of the co-evolution by natural selection of an individually costly cooperative behavior trait together with a preference for social partners who bear that trait.
davidrpugh/introduction-to-graph-neural-networks
Course materials for a multi-day course on graph neural networks
davidrpugh/jax-gpu-data-science-project
Template repository for a Jax-based (data) science project with GPU acceleration
davidrpugh/introduction-to-computer-vision
Materials for a multi-day course on computer vision
davidrpugh/jupytercon-2020-talk
Repository of materials for my JupyterCon 2020 talk
davidrpugh/prompt-engineering-for-developers
Materials for a short course on prompt engineering
davidrpugh/introduction-to-recurrent-neural-networks
davidrpugh/udacity-drlnd-projects
Repository of Udacity Deep Reinforcement Learning Nanodegree Program project code.
davidrpugh/2021-03-02-kaust-vislab
Website for Spring 2021 Introduction to Python for Data Science Workshop
davidrpugh/buoyant-barnacle
davidrpugh/GAT-GO
davidrpugh/introduction-to-accelerated-machine-learning
Repository of course materials for a multi-day course on accelerated machine learning.
davidrpugh/kaust-cs-294w
Course materials for KAUST CS 294W
davidrpugh/kaust-dsa-201
Course materials for KAUST DSA 201
davidrpugh/llm-engineering
Materials for a semester length course on LLM engineering
davidrpugh/llms-from-scratch
Implement a ChatGPT-like LLM in PyTorch from scratch, step by step
davidrpugh/MiniGPT-4
Open-sourced codes for MiniGPT-4 and MiniGPT-v2 (https://minigpt-4.github.io, https://minigpt-v2.github.io/)
davidrpugh/planets
davidrpugh/varnish
Template for pkgdown site
davidrpugh/xgboost-is-all-you-need
Repository of teaching materials for an advanced course on XGBoost.