Machine-Learning
dzetsaka
Machine-Learning | dzetsaka | |
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1 | 2 | |
406 | 77 | |
- | - | |
0.0 | 0.0 | |
3 months ago | over 2 years ago | |
Python | Python | |
MIT License | GNU General Public License v3.0 only |
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Machine-Learning
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Visualization of ML Algorithms
Link to GitHub: here
dzetsaka
- How would i clean manmade features like airports and canals from gis data from an entire country.
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Remote Sensing and Mangroves
You can use Sentinel 2 data (https://scihub.copernicus.eu/) and perform a supervised classification in QGIS using dsetzaka plugin (https://github.com/nkarasiak/dzetsaka) and extract boundaries. First remember to install scikit learn into QGIS (be aware to install it into QGIS python repository) otherwise you won't be able to run random forest from the plugin. Then do the same for other dates and create a time serie. At this point you can easily measure area changes. Id suggest to apply NDVI, NDMI, GCI and SIPI to assess health status of vegetation
What are some alternatives?
sklearn-project-template - Machine learning template for projects based on sklearn library.
qgis-latlontools-plugin - QGIS tools to capture and zoom to coordinates using decimal, DMS, WKT, GeoJSON, MGRS, UTM, UPS, GEOREF, ECEF, H3, and Plus Codes notation. Provides external map support, MGRS & Plus Codes conversion and point digitizing tools.
autoscraper - A Smart, Automatic, Fast and Lightweight Web Scraper for Python
pycm - Multi-class confusion matrix library in Python
Gumbi - Gaussian Process Model Building Interface
RubixML - A high-level machine learning and deep learning library for the PHP language.
gmr - Gaussian Mixture Regression
qgis-densityanalysis-plugin - QGIS plugin that automates the creation of density heatmaps with a heatmap explorer to examine the areas of greatest concentrations. It includes H3, geohash, and polygon density map algorithms along with several styling algorithms.
crispy - Crispy is a machine-learning algorithm to make video-games montages efficiently. It uses a neural network to detect highlights in the video-game frames
svm-pytorch - Linear SVM with PyTorch