Machine Learning Model Deployment using Flask

Publicado el: 29 febrero 2020
en el canal de: AIEngineering

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#machinelearning #modeldeployment #flask

In this video we will be taking the sentiment classifier we built and deploying it using Flask application. We will also see how to bundle it with Gunicorn and Waitress. In addition we will be seeing on how to write production ready Flask application with logging and health check added to it. Below is my other videos detailing model deployment and also dont forget to check part 1 of above video

Part 1 of this video - Model understanding -    • Model Deployment - Tensorflow Model pipeli...

Part 1 - Overview -    • Model Deployment Overview - Part 1

Part 2 - Deployment Patterns -    • Machine Learning Model Deployment Patterns...

Part 3 - Deployment explained with use case -    • Model Deployment Architecture explained wi...

Part 4 - Methods and techniques -    • Model Deployment - Containers and Kubernet...

Part 5 - Why Ngnix and Gunicorn -    • Model Deployment Methods and Techniques - ...

Part 6 - Streaming Deployment -    • Model Deployment - Why Ngnix Gunicorn with...

Edge Analytics -    • Edge Analytics (Machine Learning model on ...

Post Model Quantization -    • Model Quantization in Deep Neural Network ...

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