Fine-tuning Whisper Tiny for Multilingual Clinical Conversations

In this post, discover how to fine-tune a translation model for Bengali-English speech using the Whisper Tiny model and FastAPI. Learn the entire process, from dataset creation to deploying it with FastAPI for real-time predictions. Additionally, learn more about

domingo, 15 de junio de 2025 • 1 min read • Q2BSTUDIO Team

Artificial-Intelligence-

In this post, I will guide you through the process of fine-tuning a translation model for Bengali-English code-mixed speech. By leveraging the Whisper Tiny model and FastAPI, I will demonstrate how to fine-tune a model for a specific task, such as translating speech from multiple languages into a single language. We will cover the entire workflow, from dataset creation and model fine-tuning to deploying it with FastAPI for real-time predictions.

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