Table of Contents
Question
You just purchased a new smart music player that can add songs if you simply describe the characteristics you’re looking for. To test out the player you say, “Will you add that famous Johnny Cash song that they turned into a movie?” What type of technology will your music player use to find your song?
A. It is using generative AI to compose a new song.
B. It is converting your description into a search by using natural language processing.
C. It is using unsupervised machine learning to make a recommendation based on your music tastes.
D. It is using reinforcement learning to create a personalized playlist for your music player.
Answer
B. It is converting your description into a search by using natural language processing.
Explanation
In the described scenario, the smart music player is tasked with finding a song based on a user’s description. The player utilizes a specific type of technology to achieve this task:
B. It is converting your description into a search by using natural language processing: Natural language processing (NLP) refers to the field of AI that focuses on the interaction between computers and human language. NLP enables machines to understand, interpret, and respond to human language in a meaningful way.
In this case, when you describe the song as “that famous Johnny Cash song that they turned into a movie,” the music player uses NLP techniques to process and analyze your description. It leverages various NLP components such as text parsing, language understanding, and semantic analysis to derive the key characteristics and intent behind your description.
By employing NLP, the music player converts your description into a structured query or search request. It identifies relevant keywords, recognizes the mention of “Johnny Cash,” understands the connection to a song that was turned into a movie, and extracts the relevant information required to perform the search effectively.
The converted search query can then be used by the music player to query its database or search engine, matching the specified characteristics with available songs in its library. The player can retrieve the song that closely aligns with your description, allowing it to add the appropriate song to your playlist or play it directly.
Options A, C, and D are incorrect because they do not accurately represent the technology used by the music player in the given scenario:
- A. It is using generative AI to compose a new song: Generative AI involves the use of AI models to generate new content, such as music, images, or text. However, in this scenario, the goal is not to generate a new song but to find an existing song based on a user’s description. Therefore, generative AI is not the technology being used.
- C. It is using unsupervised machine learning to make a recommendation based on your music tastes: Unsupervised machine learning focuses on learning patterns and structures in unlabeled data. However, in this scenario, the focus is not on making a recommendation based on music tastes, but rather on finding a specific song based on a description. Therefore, unsupervised machine learning is not the technology being used.
- D. It is using reinforcement learning to create a personalized playlist for your music player: Reinforcement learning involves training an agent to make decisions or take actions based on feedback in the form of rewards or punishments. However, in this scenario, the objective is not to create a personalized playlist but to find a specific song based on a description. Therefore, reinforcement learning is not the technology being used.
In summary, the smart music player utilizes natural language processing (NLP) to convert your description into a search query, enabling it to find the song you described in its library. NLP allows the player to understand and interpret human language to perform accurate searches and provide relevant results.
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