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Merge pull request #135 from hotosm/neelimagoogly-patch-4
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Updated Readme.md
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kshitijrajsharma authored Aug 3, 2023
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Expand Up @@ -25,6 +25,27 @@ To eliminate model biases, fAIr is built to work with the local communities and
See below a suggested product roadmap [subject to change] that provides high-level overview for planned work.
![image](https://user-images.githubusercontent.com/98902727/218769416-b3c71d3b-7c20-4d40-ab1e-88442d06445d.png)

# General Workflow of fAIr

![fAIr1](https://github.com/hotosm/fAIr/assets/97789856/01c0e3b6-a00c-439d-a2ed-1c14b62e6364)

1. First We expect there should be a fully mapped and validated task in project Area where model will be trained on
2. fAIr uses OSM features as labels which are fetched from [Raw Data API] (https://github.com/hotosm/raw-data-api) and Tiles from OpenAerialMap (https://map.openaerialmap.org/)
4. Once data is ready fAIr supports creation of local model with the input area provided , Publishes model for that area which can be implemented on the rest of the similar area
5. Feedback is important aspect , If mappers is not satisfied with the prediction that fAIr is making they can submit their feedback and community manager can apply feedback to model so that model will learn
<hr>

# fAIr Architecture
![fAIr2](https://github.com/hotosm/fAIr/assets/97789856/63394f65-ce0d-4a3d-8683-7455f14fb366)

The backend is using library we call it [fAIr utilities](https://github.com/hotosm/fAIr-utilities) to handle:

1. Data preparation for the models
2. Models trainings
3. Inference process
4. Post processing (converting the predicted features to geo data)



## Local Installation [DEV]

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