Day #121 - Tensorflow Notes

Estimators

• Provide Boiler Plate code
• tf.estimator - High level API for production ready models
• Python API treats tensorflow as numeric processing library

Estimator API

• Quick Model
• Checkpointing
• Distributed Training
• Train / Eval / Monitor
• Out of memory datasets
• Hyper parameter tuning

Base class

• tf.estimator.Estimator
• Linear (LinearRegressor)
• Dense Neural Networks (DNNRegressor, DNNLinearCombinedRegressor)
• LinearClassifier, DNNClassifier, DNNLinearCombinedClassifier

Happy Learning!!!