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Plant pathology

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NLP small molecule toxicity prediction

This project consisted of a full machine learning deployment including cloud hosting, web app, multiple environments and containerising. The main part of the project is predicting toxicity from small molecule structures. The final algorithm ... A streamlit webapp will be deployed on one Docker container and interact with a FastAPI framework to retrieve model results when inputting new data. Two environments will be deployed to mimic staging and production industrial settings. MLops with be .... The Docker containers, besides serving as a technical review, simplify deployment on new environment.

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