Shypd.aiThe largest open index of AI toolsfsdl-text-recognizer-project is an Open Source Research & Education tool that provides lab materials for the Full Stack Deep Learning Course. It focuses on building and deploying a handwriting recognition system as a web service.
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fsdl-text-recognizer-project offers comprehensive lab materials for the Full Stack Deep Learning Bootcamp, guiding users through the process of building a handwriting recognition system from the ground up. The project leverages Keras and is designed with modularity, hackability, and scalability in mind. It includes code for training models in parallel, storing evaluation results in Weights & Biases, and setting up a continuous integration system for code functionality and model evaluation. Users will learn to package the prediction system as a REST API deployable as a Docker container, and deploy it as a serverless function to Amazon Lambda. The curriculum also covers setting up monitoring to alert on incoming data distribution changes, making it a practical resource for deep learning deployment.
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