Discover drivendataorg/zamba Open Source project

Python pathlib-style classes for cloud storage services such as Amazon S3, Azure Blob Storage, and Google Cloud Storage.

368

cloudpathlib

An implementation of some of the tools used by the winner of the box plots competition using scikit-learn.

312

box-plots-sklearn

Entity relationship diagrams for Python data model classes like Pydantic

298

erdantic

A command line tool to easily add an ethics checklist to your data science projects.

292

deon

Winners of the Facebook Image Similarity Challenge

258

image-similarity-challenge

123

open-cities-ai-challenge

Winners of the Open Cities AI Challenge competition

Automatically export Jupyter notebooks to various file formats (.py, .html, and more) on save.

115

nbautoexport

Use pathlib syntax to easily work with Pandas series containing file paths.

pandas-path

Winners of the Power Laws forecasting competition

power-laws-forecasting

This a repository with the winners' code from the BioMassters challenge

hateful-memes

the-biomassters

Winners of the STAC Overflow: Map Floodwater from Radar Imagery competition

stac-overflow

power-laws-anomalies

open-ai-caribbean

Example repository for the Power Laws: Optimizing Demand-side Strategies competition on DrivenData

power-laws-optimization

Winners of DrivenData's Overhead Geopose Challenge

overhead-geopose-challenge

Winners of the Tick Tick Bloom: Harmful Algal Bloom Detection Challenge

tick-tick-bloom

Code from the winning submissions for the On Cloud N: Cloud Cover Detection Challenge

cloud-cover-winners

pover-t-tests

Competition results for Box-plots for Education https://www.drivendata.org/competitions/4/

box-plots-for-education

hakuna-madata

power-laws-cold-start

Winners of the Wind-dependent Variables: Predict Wind Speeds of Tropical Storms competition

wind-dependent-variables

Winning models for the N+1 Fish, N+2 Fish competition.

n-plus-one-fish

Winners of the Sustainable Industry: Rinse Over Run competition

rinse-over-run

Winners of the SNOMED CT Entity Linking Challenge

snomed-ct-entity-linking

Estimate cyanobacteria density based on Sentinel-2 satellite imagery

cyfi

Simple validator for submissions to DrivenData competitions

drivendata-submission-validator

Code from winning competitors in the Pump it Up competition on DrivenData.

pump-it-up

Winners of the TissueNet: Detect Lesions in Cervical Biopsies competition

tissuenet-cervical-biopsies

Winning code from the NASA Airathon: Predict Air Quality challenge on DrivenData

nasa-airathon

snowcast-showdown

Winners of the MagNet: Model the Geomagnetic Field competition

magnet-geomagnetic-field

Runtime repository for the SNOMED CT Entity Linking challenge on DrivenData

snomed-ct-entity-linking-runtime

Makefile

repro-zipfile

A tiny, zero-dependency replacement for Python's zipfile.ZipFile for creating reproducible/deterministic ZIP archives.

Code execution runtime for the Cloud Cover competition

cloud-cover-runtime

"Actionable Ethics for Data Scientists" Workshop Material @ ODSC

odsc-actionable-ethics

Code execution runtime for the STAC Overflow: Map Floodwater from Radar Imagery competition

floodwater-runtime

Competition results for the Naive Bees Classifier competition https://www.drivendata.org/competitions/8/

naive-bees-classifier

Winners of the Clog Loss: Advance Alzheimer’s Research with Stall Catchers competition

clog-loss-alzheimers-research

Competition results for Keeping it Fresh https://www.drivendata.org/competitions/5/

keeping-it-fresh

Evaluation runtime for Phase 2 of the PETs Prize Challenge

pets-prize-challenge-runtime

Data and runtime repository for the Water Supply Forecast Rodeo competition on DrivenData

water-supply-forecast-rodeo-runtime

Code execution for the NOAA MagNet: Model the Geomagnetic Field competition.

noaa-runtime

Code execution runtime for the "Where's Whale-do?" beluga photo-identification challenge

boem-belugas-runtime

Links to winning solutions for the Meta AI Video Similarity Challenge

video-similarity-challenge

senior-data-science

Winners of the Senior Data Science

Winners of the VisioMel Challenge: Predicting Melanoma Relapse competition

visiomel-melanoma

C++

metrics

Useful implementations of metrics for competitions on www.drivendata.org

A repository for the winners of the NASA Mars Spectrometry challenge

mars-spectrometry

Code execution runtime for the NIST De-ID2 competition

deid2-runtime

Containerized runtime for the Descriptor Track of the Meta Video Similarity Competition

meta-vsc-descriptor-runtime

Community-submitted solutions to the Blood Donations competition on DrivenData.

blood-donations

Code execution for the SFP cervical biopsy competition

sfp-cervical-biopsy-runtime

Makefile

deep-chimpact-winners

Winners of the Deep Chimpact: Depth Estimation for Wildlife Conservation Competition

Composite action that sets up Python and uv with optional caching

setup-python-uv-action

Winners of the Pushback to the Future: Predict Pushback Time at US Airports Challenge

nasa-airport-pushback

Adds Pydantic support to sortedcontainers.

sortedcontainers-pydantic

Winners of the Where's Whale-do? Competition

wheres-whale-do

Materials for tutorial @ Good Tech Fest 2020

flu-shot-learning-tutorial

Winners of the Pale Blue Dot: Visualization Challenge

pale-blue-dot

Minimal Python library for creating config classes: a data class that can load default overrides from other sources

minimal-configclasses

Winners of the Countable Care competition https://www.drivendata.org/competitions/6/

countable-care

pri-matrix-factorization

Containerized runtime for the Matching Track of the Meta AI Video Similarity Competition

meta-vsc-matching-runtime

Winners of the Run-way Functions competition

visiomel-melanoma-runtime

Makefile

nasa-airport-config

Benchmark code for the Open AI Caribbean Challenge: Mapping Disaster Risk from Aerial Imagery

openai-caribbean-challenge-benchmark

MATLAB

random-walk-of-the-penguins

Template for competition prize winners to submit their code for review

prize-winner-template

Machine learning tutorial based on the Flu Shot Learning competition

tutorial-flu-shot-learning

A tutorial on logging in your Python package

loggingisfun

A tiny, zero-dependency replacement for Python's tarfile standard library for creating reproducible/deterministic tar archives.

repro-tarfile

Benchmark code for Clog Loss: Advance Alzheimer’s Research with Stall Catchers

clog-loss-stall-catchers-benchmark

MATLAB

kelp-wanted

This a repository with the winners' code from the Kelp Wanted challenge

Repo with the winners' code from Unsupervised Wisdom: Explore Medical Narratives on Older Adult Falls

unsupervised-wisdom

Experiment with federated learning models to predict pushback times at US airports!

nasa-pushback-federated-learning

Source code for the April "AI chatbot" demo

april-ai-chatbot

Winners of the From Fog Nets to Neural Nets"

from-fog-nets-to-neural-nets

Materials for tutorial @ Good Tech Fest DS - Nov. 2020

intro-to-reproducible-ml

Community-submitted solutions to the DengAI competition on DrivenData.

dengai

ai4earth-serengeti-runtime

Container specifications for AI for Earth Serengeti competition on DrivenData

millennium-development-goals

Community-submitted solutions to the Millennium Development Goals competition on DrivenData.

mars-spectrometry-gcms

Winners' code from the Mars Spectrometry 2: Gas Chromatography challenge

Competition results for America's Next Top Statistical Model https://www.drivendata.org/competitions/43/

americas-next-top-statistical-model

pose-bowl-spacecraft-challenge

Winning solutions from the Pose Bowl: Spacecraft Detection and Pose Estimation Challenge