DL4J

Eclipse Deeplearning4j is an open-source deep learning framework. It supports both Java and Scala, making it accessible for developers in the JVM ecosystem.

Key Features

• Supports distributed training and GPU acceleration.
• Integrates seamlessly with Hadoop and Spark.
• Offers a comprehensive suite of neural network components.
• Provides tools for model evaluation and visualization.
• Compatible with various data formats and sources.

Pros

• Free and open-source framework.
• Strong community support and documentation.
• Flexible architecture for custom model designs.
• Integration capabilities with big data tools.

Cons

• Steeper learning curve for beginners in deep learning.
• Limited pre-built models compared to some competitors.
• Performance can vary based on configuration.
• Less focus on cutting-edge research features.