Keras
(เคอราส)
Definition
Keras (เคอราส) Tool
Keras is a high-level neural networks API written in Python that enables fast experimentation with deep learning models. It is user-friendly, modular, and extensible, designed to simplify the creation and training of deep learning architectures.
Expertise Level
Level 1
Basic
1. Understands basic concepts of neural networks and deep learning.
2. Can build simple models using Keras Sequential API.
3. Able to compile, train, and evaluate basic models on small datasets.
Level 2
Intermediate
1. Able to design and implement functional or subclass models in Keras.
2. Understands model tuning techniques including callbacks and optimizers.
3. Can preprocess data effectively and handle overfitting using regularization and dropout.
Level 3
Advanced
1. Can build complex custom architectures and layers with Keras backend.
2. Able to integrate Keras models into production workflows and optimize performance.
3. Expertise in using Keras with other machine learning frameworks and deploying scalable deep learning solutions.
