Benchmark posts
Explore the latest in our mission to build a better world using data science and AI.
Content list
Getting started with LLMs: a benchmark for the 'What's Up, Docs?' challenge
An introduction to using large language models via the benchmark to a document summarization challenge.
Goodnight Moon, Hello Early Literacy Screening Benchmark
In this guest post from the MIT Gabrieli Lab, we'll show you how to get started with the literacy screening challenge!
Youth Mental Health: Automated Abstraction Benchmark
Learn how to process text narratives using open-source LLMs for the Youth Mental Health: Automated Abstraction challenge
NASA Pose Bowl - Benchmark
An introduction to the NASA Pose Bowl competition, with a benchmark solution for the object detection track
SNOMED CT Entity Linking Challenge - Benchmark
In this guest post from Veratai, we'll help you get started with the SNOMED CT Entity Linking Challenge!
Kelp Wanted Challenge - Benchmark
In this guest post by MathWorks, we'll show you how to start working with satellite images to detect the presence of kelp in coastal areas.
VisioMel Challenge: Predicting Melanoma Relapse - Benchmark
Get started with the VisioMel Challenge! Come up with the best algorithms for predicting melanoma relapse.
Pushback to the Future: Predict Pushback Time at US Airports - Benchmark
Get started with the Pushback to the Future challenge! Come up with the best algorithms for predicting a flight's pushback time from real-time flight data.
How to Predict Harmful Algal Blooms Using LightGBM and Satellite Imagery
We'll show how to use satellite imagery and LightGBM to create a tree-based model predicting harmful algal blooms. This post will help you get started on our new Tick Tick Bloom Challenge!
The BioMassters Challenge - Benchmark
In this guest post by MathWorks, we'll show you how to start working with satellite data to help conservationists predict above ground biomass.
Mars Spectrometry 2: Gas Chromatography - Benchmark
In this post, we will show you how to get started on analyzing gas chromatography-mass spectrometry (GCMS) data.
Where's Whale-Do? Data Exploration and Benchmark
How to get started with the Where's Whale-do beluga photo-identification challenge!
Introduction to Image Classification using Camera Trap Images
We'll show you how to get started identifying animal species from camera trap images!
Mars Spectrometry: Detect Evidence for Past Habitability - Benchmark
In this post, we will show you how to get started on analyzing mass spectrometry data collected for Mars exploration.
Run-way Functions: Predict Reconfigurations at US Airports - Benchmark
Start exploring how to help airports manage their runways to keep air traffic flowing.
How to Use Deep Learning, PyTorch Lightning, and the Planetary Computer to Predict Cloud Cover in Satellite Imagery
We'll demonstrate how to get started predicting cloud cover in satellite imagery for our new competition!
Deep Chimpact: Depth Estimation for Wildlife Conservation - Benchmark
In this guest post by MathWorks, we'll show you how to start working with camera trap videos to estimate the distance to an animal seen in the wild.
How to Map Floodwater from Radar Imagery using Semantic Segmentation - Benchmark
We'll show you how to tune a U-Net model to measure flood extent using Sentinel-1 synthetic-aperture radar imagery.
Facebook AI Image Similarity Challenge - Getting Started
In this post, we will introduce the Facebook AI Image Similarity Challenge and highlight some resources to help you get started.
Overhead Geopose Challenge - Benchmark
We'll show you how to get started with the residual U-NET benchmark model, a state-of-the-art approach to predicting the height and pose of ground objects for monocular satellite images taken from oblique angles.
How to Predict Disturbances in the Geomagentic Field with LSTMs - Benchmark
We'll show you how to train an LSTM network using space weather data to predict changes in Earth's magnetic field for our latest challenge.
How to Use Deep Learning to Predict Tropical Storm Wind Speeds - Benchmark
We'll show you how to start predicting wind speeds for our latest disaster preparedness challenge.
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