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GeezerVison is showing github.com — GitHub - qqfeng-python/cloudml-samples: Samples for Google Cloud Machine Learning Engine

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census
census
 
 
cloudml-template
cloudml-template
 
 
contrib
contrib
 
 
criteo_tft
criteo_tft
 
 
flowers
flowers
 
 
iris
iris
 
 
mnist
mnist
 
 
molecules
molecules
 
 
movielens
movielens
 
 
reddit_tft
reddit_tft
 
 
sklearn
sklearn
 
 
testing/ubuntu
testing/ubuntu
 
 
tools
tools
 
 
tpu
tpu
 
 
xgboost
xgboost
 
 
CONTRIBUTING.md
CONTRIBUTING.md
 
 
ISSUE_TEMPLATE.md
ISSUE_TEMPLATE.md
 
 
LICENSE
LICENSE
 
 
README.md
README.md
 
 
TESTING.md
TESTING.md
 
 

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Cloud Machine Learning Engine

This repository contains samples for usage of the Google Cloud Machine Learning Engine (Cloud ML Engine). For installation instructions and overview, please see the documentation. Please refer to README.md in each sample directory for more specific instructions.


ML on GCP guides

Please checkout ML on GCP guides on how to bring your code from various ML frameworks to Google Cloud Platform.

Cloud ML Engine

CPU and GPU

  • TensorFlow Estimator Trainer Package Template - Simplifies creating a trainer package for Cloud ML Engine.
  • Census - Predict a person's income level
    • Keras Census - Keras single node model
    • Canned Estimator - TensorFlow canned estimator model
    • Custom Estimator - TensorFlow custom estimator model
    • Low Level TF - TensorFlow low level API model
    • scikit-learn Training
    • scikit-learn Online Prediction
    • XGBoost Online Prediction
  • Criteo - Predict how likely a person is to click on an advertisement
  • Flowers - Recognize the type of a flower from its image
  • Movielens - Make movie recommendations
  • Reddit - Predict the score of a Reddit thread using a wide and deep model
  • Cifar10 - Classify image content (training on multiple GPUs)

Cloud TPU

  • MNIST on Cloud TPU
  • ResNet-50 on Cloud TPU
  • Inception on Cloud TPU
  • Advanced Inception v3 on Cloud TPU
  • RetinaNet on Cloud TPU
  • Transformer with Tensor2Tensor on Cloud TPU

Google Samples

  • Genomics Ancestry Inference - Genomics ancestry inference using 1000 Genomes dataset

Contrib

We welcome external sample contributions and TensorFlow contrib API samples to contrib. Please help us improve your experience. See CONTRIBUTING.md

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Samples for Google Cloud Machine Learning Engine

cloud.google.com/ml-engine/docs/

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