~/talk

ML in Java, YES it's possible!

Talkat JNation 2024 · 2024-06-04..06-05· [java, machine-learning]
slides:none on file

Claims Java can train and run models end to end and shows concrete tools: JSR381 (Visre) builds a Kagel hot dog classifier in ~10 lines plus config, trains a one‑layer CNN on an M1 32GB machine and exports a usable model; Deeplearning4J uses ND4J, offers a Deeplearning4J model zoo, UI server, transfer learning and low‑level control but verbose code; djl delegates to PyTorch/TensorFlow engines and provides a Docker model server; Tribuo targets enterprise pipelines and classical ML (classification, regression, anomaly detection).

AI-written summary · about

  1. 0:00Introduction and speaker background
  2. 7:30Machine learning fundamentals
  3. 12:46Challenges of ML in Java
  4. 14:35JSR 381 VisRec framework
  5. 24:54Eclipse Deeplearning4j framework
  6. 33:47AWS DGL framework overview
  7. 40:49Oracle Tribuo framework
  8. 43:41Choosing the right Java ML framework
  9. 45:08Conclusion and Q&A
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