TensorFlow
From charlesreid1
Notes
Google Cloud Data Engineering Certification Course
Building TensorFlow Models: GCDEC/Building_Tensorflow/Notes
Deploying TensorFlow Models: GCDEC/Deploying_Tensorflow/Notes
Engineering TensorFlow Models: GCDEC/Engineering_Tensorflow/Notes
Usage and Components
Command Line Arguments
TensorFlow/Command Line Args - notes on using command line arguments in TensorFlow models
The Influence of Google Technologies
An interesting blog post that highlights the influence of Google Technologies on TensorFlow: http://planspace.org/20170313-tensorflow_use_of_google_technologies/
This includes:
- gflags
- apputils (now abseil)
- bazel
- protobuf
- grpc
- gemmlowp
- gfile
Github
My Repositories
Other Repositories
Official Repositories
- https://github.com/tensorflow/tensorflow - official TensorFlow repository
- https://github.com/tensorflow/models - models and examples built with TensorFlow
- contains models referenced by TensorFlow tutorials in the documentation: https://www.tensorflow.org/tutorials/
- a partial list of other models: imagenet, adversarial networks, OCR, autoencoders, compression, im2txt, inception, optimizer, GPU, streetview, video prediction
- https://github.com/GoogleCloudPlatform/training-data-analyst - models and examples for the TensorFlow section of the Google Cloud Data Engineering training
- relevant code is in courses/machine_learning/
- contains sequential buildup of a simple tensorflow example into a more complex tensorflow example in courses/machine_learning/tensorflow
- contains example bundled app for training/predictions using Cloud ML Engine in courses/machine_learning/cloudmle
- https://github.com/GoogleCloudPlatform/cloudml-samples - examples that demonstrate how to use Cloud ML Engine; this demonstrates multiple techniques:
- training a Keras model using Cloud ML Engine
- using "canned" TensorFlow estimator
- using custom TensorFlow estimator
- using low-level TensorFlow API
- both linear and deep models
- wide and deep network
Other Repositories
- https://github.com/pdsmith1223/rntn - recurrent neural networks and recursive neural tensor networks
- https://github.com/ajschumacher/mapreduce_with_tensorflow - an unusual use of TensorFlow to perform MapReduce computations