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360 Quality & Efficiency
360 Quality & Efficiency
Apr 23, 2021 · Artificial Intelligence

Deep Learning for Code Analysis: Workflow, Program Representation, Code2vec Architecture, and Limitations

This guide examines how deep learning techniques are applied to large‑scale code analysis, covering the technical workflow, program representations such as token sequences and AST paths, the code2vec architecture, its advantages, current limitations, and potential applications like code summarization and similarity detection.

AI for software engineeringDeep Learningcode analysis
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Deep Learning for Code Analysis: Workflow, Program Representation, Code2vec Architecture, and Limitations