FruitPunch AI Publications

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Featured articles

September 21, 2022

The pains of classifying flooded forests in satellite data

About a tricky detection use case - from weeks of data pre-processing to training 2 CNNs; and why the answer might be in infrared band data.

September 14, 2022

AI-based early warning system for river floods

Forecasting flash floods with LSTM, ARIMA and Prophet using time series data from hydrological sensors monitoring French rivers.

September 6, 2022

How we applied AI to prevent sepsis in preterm babies

A case study on using XGBoost for time series forecasting to predict the onset of sepsis in preterm infants within a 12-hour prediction horizon.

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Newest articles

September 21, 2022

The pains of classifying flooded forests in satellite data

About a tricky detection use case - from weeks of data pre-processing to training 2 CNNs; and why the answer might be in infrared band data.

September 14, 2022

AI-based early warning system for river floods

Forecasting flash floods with LSTM, ARIMA and Prophet using time series data from hydrological sensors monitoring French rivers.

September 6, 2022

How we applied AI to prevent sepsis in preterm babies

A case study on using XGBoost for time series forecasting to predict the onset of sepsis in preterm infants within a 12-hour prediction horizon.

August 29, 2022

AI-powered Wildlife Conservation in Africa

An account of 10-week teamwork developing multiple machine learning and hardware pipelines to bring production-ready AI to edge hardware on flying rangers.

August 28, 2022

Model Optimization and Pruning of Poacher-detecting YOLOv5

Optimizing a YOLOv5 model for NVIDIA Jetson Nano to increase the inference speed and reduce memory footprint, focusing on inference speed not the absolute mAP.

August 27, 2022

User-friendly, Wilderness-proof MLOps

Developing a CI/CD pipeline that automatically retrains the existing poacher-detecting model, which can be deployed to the drone with improved performance.

August 26, 2022

Autonomous Flight and the Landing of a Fixed-Wing UAV

Developing a model for autonomous landing using a ‘traditional’ technique using GPS beacons a more experimental method of Reinforcement Learning.

GIS
GIS
Remote Sensing
Remote Sensing
AI for Earth
AI for Earth
Explainable AI
Explainable AI
Time Series Forecasting
Time Series Forecasting
AI for Health
AI for Health
Autonomous
Autonomous
TinyML
TinyML
MLOps
MLOps
Edge Computing
Edge Computing
AI for Wildlife
AI for Wildlife