exam questions

Exam AWS Certified Machine Learning - Specialty All Questions

View all questions & answers for the AWS Certified Machine Learning - Specialty exam

Exam AWS Certified Machine Learning - Specialty topic 1 question 28 discussion

A company is using Amazon Polly to translate plaintext documents to speech for automated company announcements. However, company acronyms are being mispronounced in the current documents.
How should a Machine Learning Specialist address this issue for future documents?

  • A. Convert current documents to SSML with pronunciation tags.
  • B. Create an appropriate pronunciation lexicon.
  • C. Output speech marks to guide in pronunciation.
  • D. Use Amazon Lex to preprocess the text files for pronunciation
Show Suggested Answer Hide Answer
Suggested Answer: B 🗳️

Comments

Chosen Answer:
This is a voting comment (?). It is better to Upvote an existing comment if you don't have anything to add.
Switch to a voting comment New
VB
Highly Voted 3 years, 1 month ago
SSML is specific to that particular doument, like W3C an be pronounced as "World Wide Web Consortium" using <sub alias="World Wide Web Consortium">W3C</sub> in that specific document and when you create a new document, you need to format again. But with LEXICONS, you can upload a lexicon file once and ALL the FUTURE documents can just have W3C and that will be pronounced as "World Wide Web Consortium".. so answer is B, because the question asks for "future" documents.
upvoted 44 times
khchan123
11 months, 2 weeks ago
The correct answer is B, as explained by VB.
upvoted 1 times
...
cloud_trail
3 years ago
For the exact reason you state, the correct answer is A. For every different document, a particular acronym may mean something different so you must have a solution that is document-specific.
upvoted 3 times
LeoD
4 months, 1 week ago
As the question stated "address this issue FOR FUTURE DOCUMENTS". B addresses for future. A only address the issue in a case-by-case manner.
upvoted 1 times
...
ovokpus
2 years, 4 months ago
It is the same business, so the acronyms are not expected to change from document to document
upvoted 3 times
...
...
VR10
8 months, 1 week ago
absolutely, B is the correct choice.
upvoted 1 times
...
Madwyn
2 years, 12 months ago
A.The document section for "Pronouncing Acronyms and Abbreviations". Source: https://docs.aws.amazon.com/polly/latest/dg/supportedtags.html
upvoted 3 times
...
...
cybe001
Highly Voted 3 years, 1 month ago
I think the answer is B. https://docs.aws.amazon.com/polly/latest/dg/managing-lexicons.html https://www.smashingmagazine.com/2019/08/text-to-speech-aws/
upvoted 18 times
Tony_1406
2 years, 1 month ago
Lifted from the above link - "Your text might include an acronym, such as W3C. You can use a lexicon to define an alias for the word W3C so that it is read in the full, expanded form (World Wide Web Consortium)." Clearly this is the same use case.
upvoted 1 times
...
...
JonSno
Most Recent 2 months, 1 week ago
Selected Answer: B
Explanation: Amazon Polly sometimes mispronounces acronyms because it reads them as regular words. The best way to correct mispronunciations in future documents is to create a pronunciation lexicon. This allows you to define how specific words, acronyms, or abbreviations should be pronounced. How to Use a Pronunciation Lexicon in Amazon Polly? Define the correct pronunciation of acronyms in a Lexicon XML file. Use phonetic notation (e.g., IPA or Speech Synthesis Markup Language (SSML) Phoneme tags). Upload the lexicon to Polly via the AWS Management Console or AWS SDK. Reference the lexicon in Polly API requests.
upvoted 3 times
...
VasuKVK
6 months, 3 weeks ago
Answer : B https://aws.amazon.com/blogs/machine-learning/customize-pronunciation-using-lexicons-in-amazon-polly/ Use <phoneme> SSML tag which is great for inserting one-off customizations or testing purposes. We recommend using Lexicon to create a consistent set of pronunciations for frequently used words across your organization. This enables your content writers to spend time on writing instead of the tedious task of adding phonetic pronunciations in the script repetitively.
upvoted 1 times
...
WTSppl
8 months ago
SSML supports phonetic pronunciation. Seems to me A is correct too. https://docs.aws.amazon.com/polly/latest/dg/supportedtags.html#phoneme-tag
upvoted 1 times
...
phdykd
9 months, 3 weeks ago
B IS ANSWER
upvoted 1 times
...
elvin_ml_qayiran25091992razor
11 months, 3 weeks ago
Selected Answer: B
B is the correct, A hardan cixdi debil?
upvoted 1 times
...
DavidRou
1 year, 1 month ago
This issue can be faced with both methods described in A and B. Though the answer A refers to the "current" document while the question regards "future" documents, so I think the right answer is B.
upvoted 1 times
...
kaike_reis
1 year, 3 months ago
Selected Answer: B
Letter B is correct to ensure that acronyms or terms are pronounced correctly. Letter A works, but look at the catch: It's asked for future documents, but it mentions converting only current ones to SSML format, while future ones would be in plaintext.
upvoted 2 times
...
ADVIT
1 year, 4 months ago
Company using plaintext and Future document means plaintext! So only Custom Lexicon will help.
upvoted 1 times
...
soonmo
1 year, 4 months ago
Selected Answer: B
https://docs.aws.amazon.com/polly/latest/dg/managing-lexicons.html this explains acronym.
upvoted 1 times
...
earthMover
1 year, 5 months ago
Selected Answer: B
I believe it should be lexicon. Can you share how you tag the correct answer?
upvoted 1 times
...
Sylzys
1 year, 7 months ago
Selected Answer: B
Key here being "for future documents", answer should be B as SSML is for a specific document only
upvoted 3 times
...
Chelseajcole
1 year, 8 months ago
this should be multiple choice question which answer is a AND b
upvoted 1 times
...
bakarys
1 year, 8 months ago
Selected Answer: B
response B A pronunciation lexicon is a list of words and their correct phonetic pronunciation that can be used to improve the accuracy of text-to-speech conversion. In this case, the Machine Learning Specialist can create a custom lexicon for the company's acronyms and upload it to Amazon Polly. This will ensure that the acronyms are pronounced correctly in the future announcements.
upvoted 2 times
...
SK27
1 year, 10 months ago
Selected Answer: B
Should be B
upvoted 2 times
...
masoa3b
1 year, 11 months ago
Selected Answer: B
With Amazon Polly's custom lexicons or vocabularies, you can modify the pronunciation of particular words, such as company names, acronyms, foreign words, etc. To customize these pronunciations, you upload an XML file with lexical entries. {rpmimcoatopm ;exocpms enable you to customize the pronunciation of words. Amazon Polly provides API operations that you can use to store lexicons in an AWS region. Those lexicons are then specific to that particular region. References: https://docs.aws.amazon.com/polly/latest/dg/managing-lexicons.html https://aws.amazon.com/blogs/machine-learning/create-accessible-training-with-initiafy-and-amazon-polly/
upvoted 3 times
...
Community vote distribution
A (35%)
C (25%)
B (20%)
Other
Most Voted
A voting comment increases the vote count for the chosen answer by one.

Upvoting a comment with a selected answer will also increase the vote count towards that answer by one. So if you see a comment that you already agree with, you can upvote it instead of posting a new comment.

SaveCancel
Loading ...
exam
Someone Bought Contributor Access for:
SY0-701
London, 1 minute ago