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Deploying a clothing classification tensorflow model to an API using tflite, Docker, AWS Lambda and Gateway

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darren-hum/deploy-tensorflow-imgclf-aws-lambda

Repository files navigation

  • Converting model to using tflite instead of tensorflow to reduce package size

  • Building the lambda function to execute inference

  • Building a docker image to containerize app

  • Pushing image to ECR and deploying on lambda

  • Configuring API Gateway to expose service as API

Pushing Docker Images to ECR

https://docs.aws.amazon.com/AmazonECR/latest/userguide/getting-started-cli.html

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Deploying a clothing classification tensorflow model to an API using tflite, Docker, AWS Lambda and Gateway

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