←BACK TO PORTFOLIO REGISTRY
Private Architecture
June 20243 weeks

Enterprise OCR Pipeline Automation & Advanced Document Processing Platform

AI/ML EngineerEngineering Dossier

Achievement Log

2024-06-05: Developed enterprise-grade fully automated OCR pipeline for restaurant menu processing using advanced AWS Bedrock AI capabilities. Architected and built sophisticated end-to-end system processing 100+ menu images with advanced Claude 3 Haiku and Sonnet models, implementing intelligent image preprocessing and optimization. Engineered sophisticated structured data extraction with advanced JSON output format for menu items, pricing structures, and special offers with intelligent validation and error handling. Created enterprise-grade automated data validation and cleaning processes for 90+ Excel files and PDF documents with advanced quality assurance protocols. Result: 80% reduction in manual document processing, 95% OCR accuracy, and scalable enterprise menu digitization.

Overview

Developed enterprise-grade fully automated OCR pipeline for restaurant menu processing using advanced AWS Bedrock AI capabilities, processing 100+ menu images with sophisticated Claude 3 Haiku and Sonnet models.

Core Technologies

AWS BedrockClaude 3 HaikuClaude 3 SonnetPythonBase64 EncodingJSON ProcessingExcel/PDF Processing

Implementation & Architecture

Enterprise OCR Pipeline

Built comprehensive automated OCR system for large-scale menu processing.

Execution Protocol

  1. Engineered sophisticated end-to-end system processing 100+ menu images
  2. Implemented intelligent image preprocessing and optimization algorithms
  3. Created automated batch processing for multiple document formats
  4. Built comprehensive error handling and retry mechanisms

Multi-Model AI Integration

Integrated multiple Claude models for optimized processing based on complexity.

Execution Protocol

  1. Configured AWS Bedrock for seamless model switching
  2. Implemented intelligent model selection based on document complexity
  3. Created performance optimization for cost-effective processing
  4. Built comprehensive model response validation and quality control

Advanced Data Extraction

Sophisticated structured data extraction with intelligent validation.

Execution Protocol

  1. Engineered structured data extraction for menu items and pricing
  2. Implemented intelligent JSON output format with comprehensive validation
  3. Created advanced Turkish character encoding handling
  4. Built automated data cleaning and quality assurance protocols

Document Processing Automation

Automated processing of diverse document formats with validation.

Execution Protocol

  1. Created enterprise-grade automated data validation for 90+ Excel files
  2. Implemented comprehensive PDF document processing capabilities
  3. Built intelligent document format detection and routing
  4. Established automated quality assurance and error reporting

Technical Skills

  • AWS Bedrock
  • Anthropic Claude
  • AI-Powered OCR & Vision Processing
  • Python
  • JSON Schema & Structured Data Extraction
  • Document Processing Automation
  • Data Validation

Engineering Challenges

  • →Processing 100+ diverse menu images with varying quality and formats
  • →Handling complex Turkish special character encoding across all documents
  • →Ensuring 95% OCR accuracy across different menu layouts and styles
  • →Optimizing cost and performance across multiple AI models
  • →Managing large-scale batch processing with comprehensive error handling
  • →Creating robust validation for 90+ Excel files and PDF documents

Project Outcomes

  • ✓
    80% reduction in manual document processing time
  • ✓
    95% OCR accuracy achieved across all processed menu images
  • ✓
    Scalable enterprise menu digitization platform
  • ✓
    Successfully processed 100+ menu images with automated validation
  • ✓
    Comprehensive structured data extraction for menu items and pricing
  • ✓
    Enterprise-grade automated quality assurance for 90+ documents