airalcorn2 Goto Github PK

3d-cubes

Simple 3d cube in various formats

airalcorn2

My GitHub profile.

amazon-sagemaker-developer-guide

The open source version of the Amazon SageMaker docs

aquamam

An autoregressive, quaternion manifold model for rapidly estimating complex SO(3) distributions.

artificial-intelligence

A simple convolutional neural network that attempts to identify the movements and artists of visual art.

baller2vec

A multi-entity Transformer for multi-agent spatiotemporal modeling.

baller2vecplusplus

A look-ahead multi-entity Transformer for modeling coordinated agents.

batter-pitcher-2vec

A model for learning distributed representations of MLB players.

biggan-am

BigGAN-AM improves the sample diversity of BigGAN and synthesizes Places365 images.

boformer

color-names

An improved version of the color name model described here: http://lewisandquark.tumblr.com/post/160776374467/new-paint-colors-invented-by-neural-network.

deep-semantic-similarity-model

My Keras implementation of the Deep Semantic Similarity Model (DSSM)/Convolutional Latent Semantic Model (CLSM) described here: http://research.microsoft.com/pubs/226585/cikm2014_cdssm_final.pdf.

deformer

An order-agnostic distribution estimating Transformer.

football-o-genetics

An application for "evolving" near-optimal offensive play calling strategies.

hangouts-nlp

A program that performs a number of different natural language processing analyses on Google Hangouts instant messaging data.

lmir

Pure Python implementations of the language models for information retrieval surveyed here: https://dl.acm.org/doi/10.1145/383952.384019.

lociselect

A simulated annealing algorithm for selecting loci (locations in DNA) from the output of a high-throughput DNA sequencer for use in genetic analyses.

logistic-regression

The code and slides for my "Logistic Regression in scikit-learn" presentation.

michael-s-data-science-curriculum

This is the companion curriculum to my guide to becoming a data scientist.

michael-s-guide-to-becoming-a-data-scientist

I was once asked about transitioning to a career in data science by three different UChicago grad students over a short period of time, so I decided to put together this outline in case anyone else was curious.

nba-movement-data

SportVU movement tracking data.

nba-player-movements

🏀 Visualization of NBA games from raw SportVU data logs

nba_tutorials

Tutorials for processing nba data

old-blog-code

Code files that used to be hosted at innerloop.biz for my blog

parking-lot-pointnetplusplus

Train a PointNet++ bounding box regression model on parking lot samples obtained by following the Paved2Paradise protocol.

paved2paradise

Cost-effective and scalable LiDAR simulation by factoring the real world.

pytorch-geodesic-loss

A PyTorch criterion for computing the distance between rotation matrices.

pytorch-ipdf

Minimal PyTorch implementation of implicit-PDF.

pytorch-nade

My PyTorch implementations of the NADE and order-agnostic NADE models.

pytorch-nerf

Minimal PyTorch implementations of NeRF and pixelNeRF.