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Deep Java Library MNIST CNN Tutorial

A Deep Java Library MNIST CNN example for AI Tech Education

Classification

  1. Install JDK 11: sudo apt-get install openjdk-11-jdk
  2. Clone DJL repository: git clone https://github.com/deepjavalibrary/djl
  3. Download and copy TrainMnistCNN.java from repository: https://github.com/davor10105/djl_aitech to ai.djl.examples.training and the inference file ImageClassificationCNN.java to ai.djl.examples.inference
  4. Move to examples directory djl/examples
  5. Run the training: ./gradlew run -Dmain=ai.djl.examples.training.TrainMnistCNN
  6. Run the inference: ./gradlew run -Dmain=ai.djl.examples.training.ImageClassificationCNN

Detection

  1. Download and copy TrainCARPK.java from repository: https://github.com/davor10105/djl_aitech to ai.djl.examples.training, the dataset loader file CARPKDetection.java to ai.djl/basicdataset/src/main/java/ai/djl/basicdataset/cv/ and the CARPK (carpk directory) dataset to djl/basicdataset/src/test/resources/mlrepo/dataset/cv/ai/djl/basicdataset/
  2. Move to examples directory djl/examples
  3. Run the training: ./gradlew run -Dmain=ai.djl.examples.training.TrainCARPK
  4. Run inference.

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