30min • Andrew Ferlitsch, Google Cloud AI Developer Program Engineer
TF 2.0 introduces a number of new features, recommendations and simplification which provide the backbone for your team to deploy the infrastructure for moving your models into full-scale production environment. In 2017, most companies were in the AI planning phase. In 2018, most transitioned into exploratory phase. In 2019, companies are moving into production. By 2020, if your company is not production, you're not a player in the market.
In this talk, Andrew will be talking how to use the principles behind TF 2.0 to go into production, and will cover topics like: versioning, warmups, retraining, moving upstream pipelines into the model, pipelining of models, distributed batch prediction, and extending existing models to fit your production environment.