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Predicting Climate types using Neural Networks and Advanced Digital Image Processsing

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Introduction:

Hi, Data Scientists. 😃

We are working on predicitng different climate types in North American Continent.

This research has a focus on using supervised and unsupervised learning like Bayesian CNN and Self Organizing Maps to predict different climate types.

Background:

Datasets: We received 10 years of Pressure and Wind data for North American Continent in csv format.

Region of Interests: As the contour lines moves as time goes by, we can see they form areas in a circle that we interested in.

day148

Climate types: There are four different types of climate types based on the pressure mapping in ROI.

climate type Description
COL a weather system that has become detached or "cut off" from the main jet stream
CL really similar to COL, but a little bit different in how contour lines mapped
COH areas of relatively high atmospheric pressure compared to their surroundings
NROI Non Region of Interet

Goal: Try to determine different climate type from pressure and wind maps


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