Some tips for using tf.data dataset

tf.data.md

Some tips for using tf.data dataset

Pipelines:

1. Create a source dataset from input data
2. Apply dataset transformations
3. Iterate overt the dataset

Methods for create a dataset:

• tf.data.Dataset.from_tensor_slices
• tf.data.TextLineDataset
• tf.data.TFRecordDataset
• tf.data.Dataset.list_files
• tf.data.Dataset.from_generator
• tf.data.Dataset.from_tensors

Methods for dataset transformations

• map
• apply
• as_numpy_iterator
• batch
• cache
• concatenate
• enumerate
• interleave
• filter
• flat_map := map and flatten