~/talk

Does your app use ML? Make it a product with TFX

Talkat Google I/O 2021 · 2021-05-18..05-20· [machine-learning]
slides:none on file

Announces TFX 1.0 release as an open source, enterprise-ready ML pipeline that runs on Colab, laptops, GKE, Kubeflow and in Vertex pipelines with IAM and VPC-SC support. Shows concrete tooling for NLP (BERT transfer learning, exact match/ROUGE/BLEU slices), mobile/web (TF Lite/TFJS quantization analysis), and a healthcare deployment that reports an estimated 25% increase in patient scores generated in the first year. Presents configs, runtimes, and measured outcomes.

AI-written summary · about

  1. 0:00Intro
  2. 3:22Introducing TFX
  3. 5:32Whos already using TFX
  4. 9:21TFX for NLP
  5. 12:09Resources
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