Data Entry Bank

--- language: en tags: - token-classification - ner - data-entry - banking - warehousing - document-extraction license: mit --- # DataEntry AI — Bank & Warehouse Document Extraction An AI model fine-tuned on **DistilBERT** to automatically extract key fields from bank and warehouse documents. Built for B2B licensing to banks and warehousing companies. ## What it does Paste any bank or warehouse document and it instantly extracts structured fields — no manual data entry needed. ### Bank Documents Extracts: `ACCOUNT_NUMBER` · `ACCOUNT_HOLDER` · `DATE` · `TRANSACTION_TYPE` · `AMOUNT` ### Warehouse / Invoice Documents Extracts: `INVOICE_NUMBER` · `VENDOR` · `ITEM_NAME` · `QUANTITY` · `UNIT_PRICE` · `TOTAL_AMOUNT` --- ## Quick Start ```python from transformers import pipeline # Bank documents bank_model = pipeline("token-classification", model="ArticWasHere/data-entry-bank") result = bank_model("Account Number: 4821039476 Amount: $4,250.00 Date: 03/15/2024") print(result) # Warehouse documents warehouse_model = pipeline("token-classification", model="ArticWasHere/data-entry-warehouse") result = warehouse_model("Invoice INV-20481 Vendor: Apex Supply Co Quantity: 12 units") print(result) ``` --- ## Example Input & Output ### Bank Document Input ``` Account Number: 4821039476 Account Holder: Sarah Johnson Date: 03/15/2024 Transaction Type: deposit Amount: $4,250.00 ``` ### Extracted Output ```json { "ACCOUNT_NUMBER": "4821039476", "ACCOUNT_HOLDER": "Sarah Johnson", "DATE": "03/15/2024", "TRANSACTION_TYPE": "deposit", "AMOUNT": "$4,250.00" } ``` --- ## Model Details | Property | Value | |---|---| | Base Model | distilbert-base-uncased | | Task | Token Classification (NER) | | Training Samples | 10 labeled documents | | Epochs | 5 | | Languages | English | --- ## Intended Use - Automating data entry for banks and financial institutions - Processing warehouse invoices and purchase orders - Reducing manual data entry errors in enterprise workflows --- ## Roadmap - [ ] Add more training data (100+ samples) - [ ] Support for more document types (KYC, loan applications) - [ ] Multi-language support - [ ] REST API endpoint --- Built by **ArticWasHere** · [GitHub](https://github.com) · Contact for licensing inquiries

Source context: 7 downloads · 0 likes · Pipeline token-classification · Repo ArticWasHere/data-entry-bank

Source context: 6 downloads · 0 likes · Pipeline token-classification · Repo ArticWasHere/data-entry-bank