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Manufacturing Accelerator

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completedOct 2024 - Dec 2024

Manufacturing Accelerator

Yash Technologies

Led a team of 2 in building a Manufacturing Accelerator featuring multi-modal OCR for handwritten text recognition (80–90% accuracy), dynamic document configurations, extended analytics for logs and medical records, time-series MIS reporting (SQLite), and Python CadQuery-based 3D model generation using Agentic RAG.

Tech Stack

PythonOCRCadQueryAgentic RAGSQLiteLlamaIndexLVLM

Highlights

  • 80-90% OCR accuracy on handwritten documents
  • Automated 3D CAD model generation from natural language
  • Team leadership for 2-person squad

Challenges

  • Achieving consistent OCR accuracy on low-quality handwritten manufacturing documents
  • Generating parametric 3D models from free-text natural language descriptions via CadQuery
  • Integrating heterogeneous data sources (logs, medical records) into a unified analytics pipeline