دليل هندسي: Freelance Python Programmer: Enterprise PDF OCR & Vision LLM Extraction. ألديان فازريهادي (Aldian Fazrihady) مبرمج مستقل أول ومهندس ذكاء اصطناعي (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).
Automate complex invoice, bill-of-lading, and medical record extraction by hiring senior freelance Python programmer Aldian Fazrihady.
from pydantic import BaseModel, Field
class ExtractedFieldWithConfidence(BaseModel):
value: str
confidence: float = Field(ge=0.0, le=1.0)
page_number: int = Field(ge=1)
bounding_box: list[float] = Field(min_length=4, max_length=4)
def requires_human_review(fields: list[ExtractedFieldWithConfidence], threshold: float = 0.94) -> bool:
return any(f.confidence < threshold for f in fields)