Geo-AI Working Group

GEO-AI Resources

GEO-AI Resources

GEO-AI Resources

GEO-AI Working Group (Presentations, Videos, and Scripts)- REVIEW MATERIAL

Invited Presenters

General Presentations

Hindu Kush Himalaya

Eastern and Southern Africa

Google's TensorFlow - REVIEW MATERIAL

Visualize Your Architecture

GEO-AI Working Group (Presentations, Videos, and Scripts)- REVIEW MATERIAL

Invited Presenters

GitHub - instadeepai/InstaGeo-E2E-Geospatial-ML: A python package for end-to-end geospatial machine learning using multispectral earth observation data such as NASA HLS and ESA Sentinel-2.A python package for end-to-end geospatial machine learning using multispectral earth observation data such as NASA HLS and ESA Sentinel-2. - instadeepai/InstaGeo-E2E-Geospatial-ML

InstaGeo-E2E-Geospatial-ML/notebooks/InstaGeo_Demo.ipynb at main · instadeepai/InstaGeo-E2E-Geospatial-MLA python package for end-to-end geospatial machine learning using multispectral earth observation data such as NASA HLS and ESA Sentinel-2. - instadeepai/InstaGeo-E2E-Geospatial-ML

wri/restoration-mapperImage segmentations of trees outside forest. Contribute to wri/restoration-mapper development by creating an account on GitHub.

General Presentations

ANicolau_RefData_TensorFlow_Working_Group

Sugarcane Model

CNN Water Model

Urban DNN Model

Mekong

Hindu Kush Himalaya

Tan12uja/Deep_Learning_Urban_Area_MappingContribute to Tan12uja/Deep_Learning_Urban_Area_Mapping development by creating an account on GitHub.

Google Colaboratory

West Africa

Amazonia

Google Colaboratory

Google Colaboratory

Eastern and Southern Africa

tzutalin/labelImg🖍️ LabelImg is a graphical image annotation tool and label object bounding boxes in images - tzutalin/labelImg

radiantearth/geo-ml-model-catalogGeospatial ML Model Catalog Spec. Contribute to radiantearth/geo-ml-model-catalog development by creating an account on GitHub.

radiantearth/ground-referencing-guideBest practices for ground reference data collection and cataloguing - radiantearth/ground-referencing-guide

samapriya/awesome-gee-community-datasetsCommunity Datasets added by users and made available for use at large - samapriya/awesome-gee-community-datasets

G4G '24 Dublin Hackathon

1.TensorFlow Working Group Main Model Template

2. Unet Implementation

gee-community/ee-tensorflow-notebooksRepository to place example notebooks for Deep Learning applications with TensorFlow and Earth Engine. - gee-community/ee-tensorflow-notebooks

Google's TensorFlow - REVIEW MATERIAL

Core

Basic classification: Classify images of clothing | TensorFlow Core

Probability

TensorFlow ProbabilityA library to combine probabilistic models and deep learning on modern hardware (TPU, GPU) for data scientists, statisticians, ML researchers, and practitioners.

TensorFlow Playgrounds - REVIEW MATERIAL

Books - CONTINUED LEARNING

Stanford University Video Course - CONTINUED LEARNING

Leveraging Model Backbones

qubvel/segmentation_modelsSegmentation models with pretrained backbones. Keras and TensorFlow Keras. - qubvel/segmentation_models

Object Detection

TensorFlow (nclinton)

Hypertuning

Google Colaboratory

Google Presentation: New Technology

SERVIR_TensorFlow_tech_exchange_2020

Visualize Your Architecture

pedrodiamel/plotneuralnetLatex code for making neural networks diagrams. Contribute to pedrodiamel/plotneuralnet development by creating an account on GitHub.

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