Tag: Data Science
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AI + Energy Knowledge Graph
Over the past few months I’ve started a new job working at the Geomatics and Cartographic Research Centre (GCRC) at Carleton University. It’s been a splendid place to work and learn, and it has helped me think about the world in fascinating ways. The project I’ve been working on with the GCRC over the past…
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Using BigEarthNet to Develop an Image Classification Model pt. 2
Hello! This is my follow up post to my last post. Over the past little bit I have learned new things and I’ve seriously changed my preprocessing set up. Initially I thought I would simply edit the original post, but I figured why not show my errors instead. Furthermore, during the process of reviewing deep…
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Using BigEarthNet to Develop an Image-Classification Model pt. 1
Good day to everybody! Today will be the first of a few posts that will use BigEarthNet to develop an image classification model. Background BigEarthNet is a large database that uses satellite imagery from the Sentinel-1 and Sentinel-2 satellites. The dataset contains 590,326 pairs of images and labels which they refer to as ‘patches’, for…
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Developing an ML Program for Credit Card Fraud
Hello, today I decided to take a step away from the climate stuff because I’m having difficulty finding datasets that are accessible and useful. But I still wanted to present a project so I decided to look at Kaggle’s highest rated dataset and found this. In this post I’m going to talk about my strategies…
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How to use NetCDF (.nc and .nc4) files in Python/Jupyter Notebook
I found there weren’t any good resources online that had clear instructions on how to process .nc and .nc4 files through Python, so I thought I’d make a post about it myself. What are .nc and .nc4 files? First, it’s important not to get these files confused with NC (Numerical Control) files which are used…
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Using Scripps Institution of Oceanography’s Global Observatories to Study Atmospheric CO2 pt. 2
This is a follow up post to my last post (which can be found here) where we did a deep dive into the data gathered from the Scripps Insitution of Oceanography’s Mauna Loa Observatory. In this post I will be looking at Scripps’s global observatories and comparing their findings to gather insight about how latitude…