Automatic Speech Recognition enables computers to convert spoken language into written texts. Complex algorithms, neural networks, and machine learning models lie at the heart of ASR. These components collaborate to accurately and efficiently transcribe speech data, mimicking human language understanding.
ASR’s primary goal is facilitating natural communication with devices and applications through spoken language. Let’s examine the applications and prospects for ASR.
What are the components of ASR?
ASR comprises three components, such as:
Acoustic modeling
Language modeling
Decoding
ASR uses diverse datasets to accommodate accents and different pronunciations. Language modeling involves understanding language structure and grammar using n-grams and advanced neuronal networks.
The decoding stage combines outputs from both models to generate the most probable transcription. Optimization during this stage minimizes the word error rate, enhancing ASR accuracy.
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