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Future-proof web apps with Angular and TensorFlow.js

Talkat Google I/O 2021 · 2021-05-18..05-20· [angular, webassembly]
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Shows concrete glue: Angular templates use TensorFlow.js models via an npm/CLI integration that exports a pipe to run inference off the main thread so a toxicity classifier can emojify input without dropping frames. A production pipeline trains site‑specific prefetch models from Google Analytics → BigQuery → Dataflow → TFX and exports TFJS models that lazy‑load, support quantization (up to 4× size reduction) and power the predictive prefetching demo that targets measurable latency and conversion gains.

AI-written summary · about

  1. 0:00Start
  2. 4:57implement the entire app by using angular
  3. 10:19create a tfgs model
  4. 12:47integrate our tfgs model with angular
  5. 13:20build a custom machine learning model
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