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# Use cases | ||
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This document will introduce you the example of what Vald can do. | ||
Vald is the approximate nearest neighbor dense vector search engine. Vald supports the general usecase of similarity search engine, like faiss. | ||
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Here is the example of the use cases of Vald. | ||
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1. Image and video processing | ||
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You can use Vald as the image/video processing engine to search the similar image/video or analysis the image/video for your use case. | ||
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Vald is capable to process huge number of images at the same time so it should fit with your use case. | ||
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Here are some example of what you can do with images and video in Vald. | ||
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1. Search by image | ||
1. Face recognition | ||
1. Product recommandation base on images | ||
1. Image/Video analysis | ||
1. Image/Video deduplication | ||
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In addition Vald support user-defined filter that user can customize the filter to filter the specific result. | ||
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For example when user chose a man's t-shirt and the similar product is going to be searched in Vald. | ||
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Without the filtering functionality the women's t-shirt may be searched in Vald and displayed because women's t-shirt is similar to the men's t-shirt and it is very hard to differentiate the image of men's and women's t-shirt. | ||
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By implementing the custom filter you can filter only the man's t-shirt base on your criteria. | ||
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1. Audio processing | ||
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Audio processing is important for the personal assistant implementation. | ||
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Vald can act as a brain of the personal assistant function, conversation interpretor and the natural language generation. | ||
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Here are some example of what you can process in Vald. | ||
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1. Personal assistant | ||
1. Speech recognition | ||
1. Natural language understanding and generation | ||
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1. Text processing | ||
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Since Vald support some texting vectorizing engine like `BERT`, you can process your text in Vald. | ||
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Here are some example of the use case of the text processing in Vald. | ||
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1. Search by text | ||
1. Product recommandation base on text | ||
1. Grammar checker | ||
1. Real-time translator | ||
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1. Data Analysis | ||
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Vald can process the vector data, you can analysis every data you can vectorize. | ||
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Here are some example of the use case of data analysis. | ||
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1. AI malware detection | ||
1. Price optimization | ||
1. Social analysis | ||
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