TensorFlow
(เทนเซอร์โฟลว์)
Definition
TensorFlow (เทนเซอร์โฟลว์) Tool
TensorFlow is an open-source machine learning framework used for developing and deploying machine learning models efficiently across various platforms.
Expertise Level
Level 1
Basic
1. Understands basic concepts of TensorFlow and how to set up the environment.
2. Can build and train simple neural network models using TensorFlow.
3. Familiar with TensorFlow’s basic data structures like tensors and operations.
Level 2
Intermediate
1. Can implement more complex models including CNNs and RNNs using TensorFlow.
2. Understands TensorFlow’s computational graph and can optimize model performance.
3. Able to preprocess and manage datasets within TensorFlow pipelines.
Level 3
Advanced
1. Expertise in customizing TensorFlow operations, layers, and building scalable models.
2. Can deploy TensorFlow models into production environments efficiently.
3. Uses TensorFlow advanced features like distributed training and TensorFlow Extended (TFX) pipeline.
