Deep learning posts

Explore the latest in our mission to build a better world using data science and AI.

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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.

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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!

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Where's Whale-Do? Data Exploration and Benchmark

How to get started with the Where's Whale-do beluga photo-identification challenge!

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Introduction to Image Classification using Camera Trap Images

We'll show you how to get started identifying animal species from camera trap images!

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Run-way Functions: Predict Reconfigurations at US Airports - Benchmark

Start exploring how to help airports manage their runways to keep air traffic flowing.

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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!

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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.

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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.

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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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How to Use Deep Learning to Identify Wildlife

We show you how to get off to a wild start on our animal identification competition using a neural network!

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How to Use an LSTM for Timeseries and the Cold-start Problem

We show you how to get a warm start on our cold start competition using a neural network!

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Results from Pri-Matrix Factorization and a New Open Source Tool for Wildlife Research and Conservation

Using AI to study the natural world: check out the results!

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