The tensorflow R package exposes the full TensorFlow API to R users, enabling them to construct and execute TensorFlow computation graphs from R code. It uses the reticulate package to manage Python environment setup and interoperability, handling TensorFlow installation and dependencies automatically. This allows R developers to leverage TensorFlow’s numerical computation and deep learning capabilities within their existing R workflows.