Jan 17, 2024
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Service categories
Service Lines
Artificial Intelligence
Domain focus
Other
Technology
Programming language
Python
Frameworks
.NET
Challenge
As influencers and creators gain popularity and attract larger audiences, the influx of questions and requests increases significantly. This surge inqueries poses a considerable challenge for influencers and creators in terms of handling the workload effectively.
There remains a challenge in effectively managing and responding to the high volume of queries from followers, potentially leading to delays and incomplete information.
As influencers and creators gain popularity and attract larger audiences, the influx of questions and requests increases significantly. This surge inqueries poses a considerable challenge for influencers and creators in terms of handling the workload effectively.
There remains a challenge in effectively managing and responding to the high volume of queries from followers, potentially leading to delays and incomplete information.
Solution
In the data preprocessing and embedding generation phase, we prepare data for embedding creation using the hugging-face API. Vector embeddings are generated and stored with their corresponding content in the vector store.
This vector store uses cosine similarity and optimized data structures for efficient information retrieval. We establish an efficient indexing mechanism in the vectorDB to enable quick content retrieval based on similarity scores in response to user queries.
In the data preprocessing and embedding generation phase, we prepare data for embedding creation using the hugging-face API. Vector embeddings are generated and stored with their corresponding content in the vector store.
This vector store uses cosine similarity and optimized data structures for efficient information retrieval. We establish an efficient indexing mechanism in the vectorDB to enable quick content retrieval based on similarity scores in response to user queries.
Results
By effectively managing and responding to the high volume of queries from followers, influencers and creators can enhance follower satisfaction, maintain strong engagement, and strengthen the relationship with their audience.
This leads to improved user experience, increased loyalty, and a more impactful presence in their respective fields.
By effectively managing and responding to the high volume of queries from followers, influencers and creators can enhance follower satisfaction, maintain strong engagement, and strengthen the relationship with their audience.
This leads to improved user experience, increased loyalty, and a more impactful presence in their respective fields.