An employee found a video clip with Spanish audio and wants to perform sentiment analysis but only speaks English. Which combination of services is the most efficient way to get sentiment from the clip?
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Correct answer: Transcribe the audio, translate the transcript to English, then run sentiment analysis on the translation..
Why this is the answer
The most efficient approach involves a sequential process using AWS AI services. First, Amazon Transcribe can accurately convert the Spanish audio into text. Next, Amazon Translate can then translate this Spanish transcript into English. Finally, Amazon Comprehend can perform sentiment analysis on the English text, providing the desired sentiment. This leverages purpose-built services for each step. The other options are less efficient or incorrect. Running sentiment analysis on the Spanish transcript directly (second option) might yield inaccurate results if the sentiment model is not trained on Spanish, and using SageMaker seq2seq for translation after sentiment analysis is out of order. Using a SageMaker Neural Topic Model (third option) is for topic modeling, not sentiment analysis. SageMaker BlazingText (fourth option) is for word embeddings and text classification, and while it could be fine-tuned for sentiment, it's not as direct or efficient as using Comprehend for a standard sentiment task.
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