UNDERSTANDING KENLM et MOSES
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====== I was checking out few repositories for Language translation and came across set of following keywords which got me more interested towards checking these out …
Blog posts
2024
A Deep Dive into Automatic Speech Recognition Technology
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A Deep Dive into Automatic Speech Recognition Technology
ASR, or automatic speech recognition, is a technology that aims to convert spoken utterances into a textual representation such as words, syllables, or phonemes. Speech recognition technology involves three models: the lexicon model which understands how words are pronounced, the acoustic model which analyzes speech patterns, and the language model which predicts word sequences. These models work together in decoding to produce accurate transcriptions of spoken language.
2023
Getting started with Whisper by OPENAI
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Getting started with Whisper by OPENAI
Whisper is a cutting-edge speech recognition model developed by OpenAI in October 2022. Its primary purpose is to convert audio files into text with remarkable accuracy, supporting up to 99 languages, including Japanese. The model’s encoder was trained through a technique called weakly supervised learning, leveraging a vast dataset of over 68,000 hours of speech. This approach enabled the model to surpass the accuracy of traditional academic data sets.