The Charles Stark Draper Laboratory, Inc.

Nilay K Roy

Rami S Mangoubi

Methods and systems enabling rapid application development, verification, and deployment requiring only knowledge of high level languages. Two aspects of the disclosed methods and systems are called Machine Intelligence and Learning for Graphic chip Accessibility (MILeGrA) and Machine Intelligence and Learning for Graphic chip Execution (MILeGrE). Using MILeGrA and MILeGrE, high-level language programmers do not need to learn complex coprocessor programming languages, but can still use coprocessors (e.g., GPU processors) to benefit from results-in-seconds big data capabilities through the translation of coprocessor-unaware code to coprocessor-aware code. Execution of such coprocessor-unaware code on coprocessors includes parsing the coprocessor-unaware code to generate intermediate code, analyzing the intermediate code to determine a model for coprocessor-aware code generation, and generating coprocessor-aware code based on the model using machine learning techniques.

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Newton, MA, United States of America

Nilay K Roy