AI-Powered Document Data Extraction

Vikas Singh - Jul 18 - - Dev Community

In today's data-driven world, efficiently ๐ž๐ฑ๐ญ๐ซ๐š๐œ๐ญ๐ข๐ง๐  ๐ข๐ง๐Ÿ๐จ๐ซ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐Ÿ๐ซ๐จ๐ฆ ๐๐จ๐œ๐ฎ๐ฆ๐ž๐ง๐ญ๐ฌ is vital.

Traditional methods are slow and error-prone. Our solution uses AWS Bedrock and the Anthropic Claude 3 Haiku model to revolutionize this process.

๐Š๐ž๐ฒ ๐๐ž๐ง๐ž๐Ÿ๐ข๐ญ๐ฌ:

๐Ÿ”น Prompt-Based Extraction: Seamlessly define and extract specific data from PDFs and images.

๐Ÿ”น Scalable Processing: Handle large and multipage documents with ease using AWS services.

๐Ÿ”น Accuracy with Human Review: Incorporate Amazon A2I for high-quality results through customizable human review loops.

๐’๐ญ๐ž๐ฉ๐ฌ:

  1. ๐’๐ž๐ซ๐ฏ๐ž๐ซ๐ฅ๐ž๐ฌ๐ฌ ๐–๐จ๐ซ๐ค๐Ÿ๐ฅ๐จ๐ฐ: Implement AWS Step Functions to manage the entire workflow.

๐Ÿ. ๐๐š๐ ๐ž ๐„๐ฑ๐ญ๐ซ๐š๐œ๐ญ๐ข๐จ๐ง: Extract individual pages from multipage PDFs.

๐Ÿ‘. ๐‚๐จ๐ง๐œ๐ฎ๐ซ๐ซ๐ž๐ง๐ญ ๐๐ซ๐จ๐œ๐ž๐ฌ๐ฌ๐ข๐ง๐ : Use the Map state to process multiple pages concurrently with the Amazon Bedrock API.

๐Ÿ’. ๐•๐š๐ฅ๐ข๐๐š๐ญ๐ข๐จ๐ง ๐š๐ง๐ ๐‘๐ž๐ฏ๐ข๐ž๐ฐ: Validate extracted data against business rules and use Amazon A2I for human review if needed.

๐Ÿ“. ๐ƒ๐š๐ญ๐š ๐’๐ญ๐จ๐ซ๐š๐ ๐ž: Store the final output in an Amazon DynamoDB table.

๐‘…๐‘’๐‘Ž๐‘‘๐‘ฆ ๐‘ก๐‘œ ๐‘’๐‘›โ„Ž๐‘Ž๐‘›๐‘๐‘’ ๐‘ฆ๐‘œ๐‘ข๐‘Ÿ ๐‘‘๐‘œ๐‘๐‘ข๐‘š๐‘’๐‘›๐‘ก ๐‘๐‘Ÿ๐‘œ๐‘๐‘’๐‘ ๐‘ ๐‘–๐‘›๐‘”? ๐ฟ๐‘’๐‘Ž๐‘Ÿ๐‘› โ„Ž๐‘œ๐‘ค ๐ด๐‘Š๐‘† ๐ต๐‘’๐‘‘๐‘Ÿ๐‘œ๐‘๐‘˜ ๐‘๐‘Ž๐‘› ๐‘ก๐‘Ÿ๐‘Ž๐‘›๐‘ ๐‘“๐‘œ๐‘Ÿ๐‘š ๐‘ฆ๐‘œ๐‘ข๐‘Ÿ ๐‘ค๐‘œ๐‘Ÿ๐‘˜๐‘“๐‘™๐‘œ๐‘ค๐‘ !

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