The Eclipse Deeplearning4J ecosystem provides tools for building deep learning applications on the JVM. It includes DL4J for constructing neural networks including MultiLayerNetworks and ComputationGraphs with various layer types, ND4J as a linear algebra library, and DataVec for data loading and preprocessing. The framework supports importing Keras models, distributed training on Apache Spark, and custom layer definitions.