
Traindex.io
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AI-powered search without hiring a data science team.
π« It's surprising how many ways you can describe the same thing.
π« Keyword search is hard in specialized domains, such as patent search.
π« Upper limit to how many keywords can be used.
π« You need trained people to pick the right keywords.
π« Even with the right people, the search can be too narrowly constrained.
π Semantic search techniques can help. How?
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Semantic search understands the meaning of the search, not just the literal keywords.
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Synonyms don't have to be explicitly included.
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No need to carefully pick the right keywords for the search.
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No need to derive page ranking or other indirect information to rank results.
π§ There are well understood and tested machine learning models that enable semantic search: Doc2vec, LSA, BERT, GPT, just to name a few.
π§ BUT...
π« Starting a data science program can cost ~$250k+ a year. That's if you're a scrappy startup. More if you're a large enterprise.
π« Building and hosting machine learning models has some unique cost centers that other software businesses don't: Compute; and Human in the loop.
β€΄οΈ You upload data and Traindex.io gives you an API that you can integrate into your custom application or workflow.
π Traindex.io engineers take care of:
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Data cleaning and preprocessing
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Hyper parameter tuning
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Training
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Hosting
πΎ We have built-in data sets already indexed, so you don't need to bring anything to get started:
β‘οΈ US Patents Corpus
β‘οΈ Wikipedia
β‘οΈ arXiv.org (coming soon)
π·βοΈDon't have a team to do custom integration? No problem. We offer professional services at very reasonable rates.
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