~/talk

Real-Time Revolution: Kickstarting Your Journey in Streaming Data

Talkat PyData Global 2023 · 2023-12-06..12-08· [machine-learning]
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slides:none on file

Bytewax claims a Python-native, stateful stream processor backed by a Rust timely-dataflow engine and demonstrates it by ingesting Wikimedia’s recent-changes SSE, implementing a custom SSE connector, folding events into tumbling windows, and emitting per-user edit counts so you can spot bots. The demo uses a 2 second late tolerance, shows state recovery and replay when the source supports it, and emphasizes portability — runs on Raspberry Pi or Kubernetes and via the Bytewax run module locally.

AI-written summary · about

  1. 0:00Real-time data revolution intro
  2. 2:31Defining streaming data
  3. 5:43Why streaming needs processors
  4. 12:26Bwax stream processing
  5. 16:23Wikipedia event stream analyzer
  6. 21:11Deserializing and preprocessing
  7. 25:07Running the data flow
  8. 26:32Q&A
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