Author: Awais Farooq
-
Multiple Backend Support
Initially built on top of Theano and TensorFlow, Keras has evolved to support multiple backends, including TensorFlow 2.x, Theano (deprecated), and Microsoft Cognitive Toolkit (CNTK).
-
User-Friendly:
Keras focuses on user experience, ease of use, and modularity. It’s designed to enable fast experimentation with deep neural networks.
-
High-Level API:
Keras is a high-level neural networks API, originally developed by François Chollet, that runs on top of TensorFlow, Theano, or Microsoft Cognitive Toolkit (CNTK). It allows for easy and fast prototyping of deep learning models.
-
Contextual Information Loss
If sequences are padded to a fixed length that is too short, you might lose important contextual information from longer sequences.