https://github.com/easonlai/pneumonia_classification_challenge_databricks
This is sample repos for how to use Keras Tuner to perform hyper-parameter tuning in Databricks.
https://github.com/easonlai/pneumonia_classification_challenge_databricks
cnn-keras convolutional-neural-networks data-science databricks hyperparameter-optimization hyperparameter-tuning keras keras-classification-models keras-neural-networks keras-tensorflow keras-tuner machine-learning neural-network pneumonia-classification resnet-50
Last synced: about 2 months ago
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This is sample repos for how to use Keras Tuner to perform hyper-parameter tuning in Databricks.
- Host: GitHub
- URL: https://github.com/easonlai/pneumonia_classification_challenge_databricks
- Owner: easonlai
- Created: 2021-05-23T10:03:39.000Z (about 4 years ago)
- Default Branch: main
- Last Pushed: 2021-05-23T10:47:18.000Z (about 4 years ago)
- Last Synced: 2025-04-04T08:21:59.983Z (3 months ago)
- Topics: cnn-keras, convolutional-neural-networks, data-science, databricks, hyperparameter-optimization, hyperparameter-tuning, keras, keras-classification-models, keras-neural-networks, keras-tensorflow, keras-tuner, machine-learning, neural-network, pneumonia-classification, resnet-50
- Language: Jupyter Notebook
- Homepage:
- Size: 204 KB
- Stars: 4
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Pneumonia Classification Challenge Databricks
This is sample repos for how to use Keras Tuner to perform hyper-parameter tuning in Databricks.
* pneumonia_classification_challenge_v1.ipynb <-- Origional model training without Keras Tuner.
* pneumonia_classification_challenge_v2.ipynb <-- Using Keras Tuner for hyper-paramter tuning, to search best combination for highest validation accurary.
* pneumonia_classification_challenge_v3_resnet50.ipynb <-- Using ResNet50 model architecture to train model.
* [Keras Tuner documentation](https://keras-team.github.io/keras-tuner/)
* [Hyper-parameter Auto Tuning (Keras Tuner with Databricks)](https://easonlai888.medium.com/hyper-parameter-auto-tuning-keras-tuner-with-databricks-2a1c12af6aca)