Machine Learning Model Deployment on Kubernetes - Part 1

#machinelearning #modeldeployment #kubernetes

In this video I will be covering model deployment using docker and kubernetes. We will be using flask app and container the app with all dependencies. We will then be deploying the container using google kubernetes engine

In case if you have not watched my video on creating flask you can check my video below

Deploying model using Flask and Gunicorn -    • Machine Learning Model Deployment using Flask  

Part 1 - Model understanding and preparation of Flask app -    • Model Deployment - Tensorflow Model pipeli...  

Video on model training of sentiment analysis classifier -    • Sentiment Analysis Model from Scratch usin...  

Other model deployment videos

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 ...