BentoML gallery
This is collection of machine learning projects demonstrating how to use BentoML to ship trained machine learning models for model serving in production.
Example Projects built with BentoML
FastAI
- Pet Image Classification - Google Colab | nbviewer | source
- Salary Range Prediction - Google Colab | nbviewer | source
Scikit-Learn
- Sentiment Analysis - Google Colab | nbviewer | source
PyTorch
- Fashion MNIST - Google Colab | nbviewer | source
- CIFAR-10 Image Classification - Google Colab | nbviewer | source
Tensorflow Keras
- Fashion MNIST - Google Colab | nbviewer | source
- Text Classification - Google Colab | nbviewer | source
- Toxic Comment Classifier - Google Colab | nbviewer | source
Tensorflow 2.0
- tf.Function echo model - Google Colab | nbviewer | source
- Tf2 fashion MNIST - Google Colab | nbviewer | source
- Movie Review Sentiment with BERT - Google Colab | nbviewer | source
XGBoost
- Titanic Survival Prediction - Google Colab | nbviewer | source
- League of Legend win Prediction - Google Colab | nbviewer | source
LightGBM
- Titanic Survival Prediction - Google Colab | nbviewer | source
H2O
- Loan Default Prediction - Google Colab | nbviewer | source
- Prostate Cancer Prediction - Google Colab | nbviewer | source
FastText
- Text Classification - Google Colab | nbviewer | source
ONNX
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Scikit-learn Iris Classifier - Google Colab | nbviewer | source
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ResNet50 Image Recognition (ONNX model zoo) - Google Colab | nbviewer | source
Contributing
Have questions or feedback? Post a new github issue
or join our Slack chat room:
Want to help build BentoML? Check out our contributing guide and the development guide in the main repository.
To make sure you have a pleasant experience, please read the code of conduct. It outlines core values and beliefs and will make working together a happier experience.
If you have built an interesting project using BentoML and wants to add it to the list, feel free to share and chat with us in our slack channel.
Happy hacking!