jieYM/gallery

BentoML Example Projects Gallery

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

Scikit-Learn

• Sentiment Analysis - Google Colab | nbviewer | source
• Iris Classifier with Custom WebUI - Google Colab | nbviewer | source
• Multiple models with JsonInput - 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

FastAI

• Pet Image Classification - Google Colab | nbviewer | source
• Salary Range Prediction - Google Colab | nbviewer | source
• FastAI 2 Medical Image Classification 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

• Scikit-learn Iris Classifier - Google Colab | nbviewer | source

• ResNet50 Image Recognition (ONNX model zoo) - Google Colab | nbviewer | source

PaddlePaddle

• LinearRegression - Google Colab | nbviewer | Source

PaddleHub

• Image Segmentation - Google Colab | nbviewer | Source

Spacy

• Named Entity Recognizer - Google Colab | nbviewer | source

MLflow

• Load Mlflow model - source

End-to-end workflow

• AWS SageMaker

  • Movie Review with TensorFlow 2.0 and BERT - Google Colab | nbviewer | source

• SQL Server Machine Learning Services

  • Iris Classifier deployed with SQL Server - nbviewer | source

Statsmodels

• Shampoo Sales Prediction - 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!