~/talk

Make your app a product with the TFX team

Talkat Google I/O 2021 · 2021-05-18..05-20· [machine-learning, devops-and-delivery]

Announces TFX 1.0 with a stable public API and three years of critical fixes, demonstrates pipelines running on Kubernetes via Kubeflow Pipelines, on Airflow, locally, and on Vertex AI, and shows Docker images plus Apache Beam (Spark) execution. Gives concrete examples: pushing non‑TensorFlow models with the Pusher, scikit‑learn examples, added NLP support with BLEU and ROUGE metrics, and published step‑by‑step tutorials at tensorflow.org/tfx and a TFX add‑ons repo.

AI-written summary · about

  1. 0:00Intro
  2. 1:00Why use TFX
  3. 2:15Who uses TFX
  4. 3:10Can I run TFX on Google Cloud
  5. 4:20Does TFX run on Kubernetes
  6. 5:20How easy is it to use TFX
  7. 6:30How can I use TFX for NLP
  8. 8:30Can TFX deploy other models
  9. 9:45Can I move TFX pipeline to a different compute environment
  10. 11:05Is TFX different from Kubernetes
  11. 12:00What is TFX 10
  12. 13:20TFX for research
  13. 20:35TFX with Airflow
  14. 23:25Getting started
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