This blog explains one my projects while working as an intern in New Zealand at Lynker Analytics. The goal of this work was to explore Machine Learning tools available within the Esri platform to create new maps of Hamilton.

Earlier this year the Lynker Analytics team completed a bicycle 360 video survey of Te Awa Kairangi/Hutt River on the true left between Harcourt Park north of Upper Hutt to the river mouth in Petone.

This blog summarises the technical processes used in gathering, integrating and disseminating data from stream surveys. This is based on processes trialled for the Raumanga Stream Survey (Whangarei) with a view to future reuse

We have long pondered the best way to use more information than a simple 3-band RGB image to train a CNN model. But why, you ask, is this an issue? Surely if you have a four band or multi-band image this will be intuitively better than a simple three bands

This blog post covers the creation of an automated process to develop a large quantity of quality data to train a Stylegans model, which may generate realistic images of tarakihi. This is to assist in stock assessment of tarakihi