دليل هندسي: Hire a Freelance Programmer for Whisper v3, Deepgram & Speaker Diarization. ألديان فازريهادي (Aldian Fazrihady) مبرمج مستقل أول ومهندس ذكاء اصطناعي (Python, Django, FastAPI, React, Next.js, TypeScript, Golang).

Build ultra-accurate multi-lingual transcription, call-center QA, and custom vocabulary boosting pipelines by hiring senior freelance AI programmer Aldian Fazrihady.

def assign_speaker_to_word(word_start: float, word_end: float, diarization_segments: list[dict]) -> str:
    best_speaker, max_overlap = "SPEAKER_00", 0.0
    for seg in diarization_segments:
        overlap = max(0.0, min(word_end, seg["end"]) - max(word_start, seg["start"]))
        if overlap > max_overlap:
            max_overlap = overlap
            best_speaker = seg["speaker"]
    return best_speaker

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About the Author — Hire Freelance Programmer Aldian Fazrihady

Aldian Fazrihady is a Top-Rated Senior Freelance Programmer, Freelance Full Stack Developer, and AI Application Engineer with 15+ years of production software engineering experience and Google Cloud Professional Cloud Architect & Data Engineer certifications. He specializes in building custom LLM & autonomous AI agents, RAG pipelines, Next.js/React PWAs, Python (Django/FastAPI), Go microservices, and serverless cloud infrastructure on Google Cloud Run and AWS.

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