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Yufeng Guo

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titleconferencedate
Serverless Machine Learning: a beginner's guideDevoxx Belgium 20172017-11-06
A complete serverless pipeline that ingests images from Cloud Storage, converts pixels to columnar rows into BigQuery, batches exports to CSV, runs TensorFlow…
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TensorFlow Wide & Deep: Advanced Classification the easy wayDevFest Nantes 20172017-10-19
Demonstrates a wide and deep model that mixes a linear “wide” memorization path with a DNN embedding-based “deep” path, built with TensorFlow canned estimors…
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TensorFlow Wide & Deep: Advanced Classification the easy wayPyData Barcelona 20172017-05-19
A concrete demo builds a TensorFlow wide and deep classifier with canned Estimators, using feature_columns (bucketed age, crossed categories, and embedding dim…
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On-device machine learning: TensorFlow on AndroiddotAI 20172017-04-25
Demo shows a real Android app doing on‑device inference from the camera, correctly classifying specific candy packages while offline (airplane mode). Workflow…
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Machine Learning at ScaleDevoxx US 20172017-03-21
Builds a TensorFlow canned estimator (a wide-and-deep model) and trains it on the 1994 US census sample of ~32,000 rows locally (batch size 40, 1,000 steps…
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Cloud Machine Learning APIs for fun and profit with Harry PotterDevoxx US 20172017-03-21
A working demo uses a Raspberry Pi door (camera, mic, speaker, servo with a paper clip lock) that sends audio and images to Google Cloud: Speech API for…
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