With so many machine learning frameworks and libraries available, writing a model isn’t a bottleneck anymore while putting your models in production is still a challenge.
In this talk, you will learn how we deploy the python deep learning models in production at Booking.com.
Topics will include:
Deep Learning model training in Docker containers
Automated retraining of models
Deployment of models using Kubernetes
Serving model predictions in containerized environment
Optimising serving predictions for latency and throughput