NeoPulse AI Studio BE is a complete framework for training, querying, and managing AI models. Write code with NeoPulse Modeling Language (NML) and see how easy it is to train models. Our internal AI automatically chooses optimal machine learning approaches, architectures, and hyper-parameters. NeoPulse AI Studio BE is like NeoPulse AI Studio but can run on AWS free instance type!

NML can reduce code length by 85% compared to writing deep learning architectures in Python with Keras. Trained models can be assessed to judge performance-based on any metrics associated with them (such as validation accuracy, accuracy, loss etc.). AI Studio comes with a command line interface (CLI). The CLI makes interaction with the NeoPulse Framework easy. NeoPulse also exposes RESTful APIs that facilitate training, querying and its management. AI Studio BE can export a Portable Inference Model (PIM). PIMs can be moved from one machine to another where they can be imported into AI Studio or into NeoPulse Query Runtime (NPQR). Models can be queried from either AI Studio or NPQR using a RESTful interface.

**Due to the computational constraints of the AWS free tier, NeoPulse BE will experience performance issues which effects processing time and limits the complexity of models that can be built. For complex models such as audio, video or large datasets, we strongly recommend using the full version of AI Studio.