Tensorflow.md

Tensorflow

Brief Description

Terminology

• scalar
• vector
• matrix
• tensor

Graph

• TensorFlow - Graphs and Sessions

Session

TFRecord

Convert dataset into .tfrecord format

• TensorFlow - Using TFRecords and TF Examples
• TensorFlow - Importing Data - Consuming TFRecord data
• a good example of reading a TFRecord file is with a tf.data.TFRecordDataset

Importing Data

• TensorFlow - Importing Data
• blog about TensorFlow Importing data
• How to use Dataset in TensorFlow

Save and Restore Model

• TensorFlow - Save and Restore
• tf.keras - Save and restore models

Others

Eager mode

• 8 Things To Do Differently in Tensorflow’s Eager Execution Mode

tf.scatter_nd_update

• tf.scatter_nd_update
• Tensorflow深度學習之三十二： tf.scatter_nd_update

With Numpy

tf.convert_to_tensor

• tf.convert_to_tensor

Resources

• TensorFlow Internals - It is open source ebook about TensorFlow kernel and implementation mechanism
• aymericdamien/TensorFlow-Examples - TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)

Tutorial

• Learning TensorFlow
• MorvanZhou/Tensorflow-Tutorial
• chiphuyen/stanford-tensorflow-tutorials
• CS224d Lecture 7 TensorFlow Tutorial
• Hvass-Labs/TensorFlow-Tutorials - TensorFlow Tutorials with YouTube Videos
• 8 Best Tensorflow Courses & Certification [2019]
• Coursera - Tensorflow
• Free Online Courses in Tensorflow
• TensorFlow Course