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Tag: ASR
Fine-tune Whisper models on Amazon SageMaker with LoRA
by Alex Johnson and Chanci Turner
on 16 NOV 2023
in: Advanced (300), Amazon SageMaker, Generative AI, Technical How-to
Whisper is an Automatic Speech Recognition (ASR) model that has been trained with 680,000 hours of supervised data sourced from the web, covering a wide array of languages and tasks. However, it exhibits limitations in performance for low-resource languages, such as Marathi and various Dravidian languages. These issues can be addressed through fine-tuning. Nevertheless, fine-tuning a Whisper model requires careful consideration.
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Furthermore, in the realm of building conversational interfaces, Amazon Lex serves as a robust service for creating voice or text chatbots. It harnesses advanced deep learning capabilities for automatic speech recognition (ASR) and natural language understanding (NLU) to discern user intent, enabling the development of engaging applications.
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Lastly, for those embarking on their onboarding journey, this link provides an excellent resource to navigate the initial stages successfully.
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