Senior Azure AI Document Intelligence Engineer
Indexed description
Hi,
We are hiring !!
!
Senior Azure AI Document Intelligence Engine
er
Irving,
TX
We are seeking a Senior Azure AI Document Intelligence Engineer to design, train, evaluate, and continuously improve the document-processing models used for supply-chain contracts and invoi
ces.This engineer will own extraction quality and be directly accountable for achieving the project’s 98–99% accuracy objecti
ves.Key Responsibili
tiesAnalyze invoice and contract variations across suppliers, countries, languages, formats, and scan-quality lev
els.Define the document taxonomy and extraction schema
for:Invoice hea
dersContract meta
dataPurchase-order refere
ncesSupplier and customer informa
tionDates, currencies, taxes, discounts, and to
talsPayment terms, renewal dates, obligations, and termination cla
usesTables and invoice line i
temsEvaluate Azure AI Document Intelligence prebuilt invoice, layout, custom neural, custom template, classification, and composed-model capabilit
ies.Build and train custom document classifiers and extraction mod
els.Prepare, label, clean, balance, and version training and evaluation datas
ets.Implement document preprocessing for rotation, skew, noise, resolution, page separation, and scan-quality iss
ues.Develop confidence-scoring and validation strategies using field-level and OCR-level confidence sign
als.Implement deterministic validation rules, includ
ing:Subtotal, tax, and total reconcilia
tionCurrency and date valida
tionPurchase-order and supplier matc
hingDuplicate-document detec
tionRequired-field and cross-field consistency ch
ecksEstablish confidence thresholds and human-review rules for uncertain extracti
ons.Perform error analysis by document type, supplier, field, language, and scan qual
ity.Create automated evaluation pipelines reporting exact-match accuracy, precision, recall, F1 score, false-positive rates, and false-negative ra
tes.Monitor model drift and retrain models when document formats or business requirements cha
nge.Document model versions, training data, experiments, limitations, and release decisi
ons.Collaborate with supply-chain, procurement, accounts-payable, legal, and engineering te
ams.Required Qualificat
ionsBachelor’s or master’s degree in Computer Science, Data Science, Artificial Intelligence, Engineering, or a related discipl
ine.4+ years of experience in machine learning, OCR, computer vision, NLP, or intelligent document process
ing.Hands-on experience with Azure AI Document Intelligence or a comparable enterprise document-processing platf
orm.Strong Python development ski
lls.Experience with REST APIs, JSON, Azure SDKs, and asynchronous process
ing.Experience training and evaluating document classification and field-extraction mod
els.Strong understanding of accuracy, precision, recall, F1 score, confidence calibration, and test-set des
ign.Experience extracting complex tables and variable-length line it
ems.Experience creating labeled datasets and maintaining data-quality standa
rds.Familiarity with invoices, purchase orders, contracts, or supply-chain docume
nts.Strong analytical, debugging, and technical-documentation ski
lls.Preferred Qualificat
ionsExperience with Azure Machine Learning, MLflow, Azure AI Search, or Azure Ope
nAI.Experience with multilingual docume
nts.Familiarity with contract clause extraction and legal-document process
ing.Knowledge of ERP or procurement systems such as SAP, Oracle, Dynamics 365, Coupa, or Ar
iba.Experience implementing active learning, model-drift monitoring, and human-in-the-loop workfl
ows.Knowledge of data privacy and document-retention requireme
nts.Success Meas
ures≥99% exact-match accuracy for approved critical fie
lds.≥98% exact-match accuracy across all agreed fie
lds.Accuracy maintained across suppliers, formats, and document-quality categor
ies.Measurable reduction in manual corrections and review t
ime.Documented improvement process for fields that miss their thresho
lds.No production model deployed without passing the approved evaluation su
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