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Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild Abubakar Abid, Ali Abdalla, Ali Abid, Dawood Khan, Abdulrahman Alfozan, James Zou

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Page 1: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the

Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild

Abubakar Abid, Ali Abdalla, Ali Abid, DawoodKhan, Abdulrahman Alfozan, James Zou

Page 2: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the

資料收集 資料清理 資料分析

模型建構 模型驗證

系統建置 系統試驗

議題討論

Page 3: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 4: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 5: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 6: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 7: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the

Keras

Sklearn

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pytorch

Page 9: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 10: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 11: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 12: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 13: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 14: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 15: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 16: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 17: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 18: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 19: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 20: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 21: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the

Hyperplastic Polyp (HP)

Sessile Serrated Adenoma (SSA)

15%

80%

Training Data

Validation Data

Test Data

Data Augmentation

Process

Model

Construction

Model

Verification

Polyps Classification

Densnet-121

Normal

Page 22: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 23: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 24: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 25: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
Page 26: Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild · 2019-10-24 · Use this interface to take snapshots from the user's webcam. Parameters: shape - a tuple with the
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