Getting started with GeoAI | GeoDev

Join this channel to get access to the perks:
/ @geodev
Deep learning for earth observation Github repo: github.com/iamtekson/deep-lea...
geospatial machine learning Github repo: github.com/iamtekson/geospati...
getting started with TensorFlow guideline: developmentseed.org/tensorflo...
Timestamps:
0:00 Intro
0:54 What is GeoAI?
3:07 Evolution of GeoAI
8:56 Key components of GeoAI
10:14 Artificial Intelligence types
14:43 Input data requirement for ML models
15:34 Basic workflow of Machin Learning
19:32 Challenges in GeoAI
20:41 Problems with beginners
23:08 Step by Step suggestion for getting started with GeoAI
27:52 Water bodies detection from satellite imagery (demo usecase)
41:41 Q&A
#geoai #artificialintelligence #geospatial
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Here are some playlists that you might be interested in:
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- End to End deep learning using GEE dataset: • End to End Deep Learni...
- Deep Learning for Satellite Imagery: • Deep learning for sate...
- Machine learning from the basic: • Machine Learning for g...
- Historical Imagery Processing: • Historical Imagery pro...
- Leaflet from basic to advance: • Leaflet from basic to ...
- GeoServer with leaflet web-GIS: • GeoServer and Leaflet ...
- GeoDjango project: • Bookmark note on map |...
- geoserver-rest: • geoserver-rest
- GIS training in Nepali: • Beginner GIS training ...
- LULC map production: • LandUse Land Cover Map...
- Geospatial analysis with python: • GeoSpatial analysis wi...
- GeoNode from basic to advance: • GeoNode from basic to ...
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Check out my discounted courses at the following link:
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1. "Geospatial data analysis with python": www.udemy.com/course/geospati...
2. "Web GIS Development 2021": www.udemy.com/course/web-gis-...
3. "Web mapping and Web-GIS from Dev to Deploy 2021: GeoDjango": www.udemy.com/course/web-mapp...
4. "Introduction to Web Mapping and Web GIS 2020: GeoDjango": www.udemy.com/course/introduc...
5. Deep Learning Application for Earth Observation: www.udemy.com/course/deep-lea...
6. Geospatial Data Analysis with Python: www.udemy.com/course/geospati...
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[@explorethebeautyofnature3530]

Nice work. How does one execute an object detection project? Suppose I want to train a model to detect orange trees from either Sentinel-2 imagery or from an orthophoto. How can this be done?

[@geodev]

Thanks. There are various models available freely on the internet for the object detection task. One of the great ones is YOLO. I created the tutorial a year ago for that kind of work. Please check this one: kzbin.info/www/bejne/faWngoaHob-Whassi=_6A2oHJEuc_-n0cI

[@explorethebeautyofnature3530]

@@geodev Thank you