MindsDB enables you to use ML predictions in your database using SQL. MindsDB automates and abstracts machine learning models through virtual AI Tables. It can easily make predictions over very complex multivariate time-series data with high cardinality. 
 
Its features include:
<ul>
<li>Automatic data pre-processing, feature engineering and encoding</li>
<li>Classification, regression, time-series tasks</li>
<li>Bring models to production without &ldquo;traditional deployment&rdquo; as AI Tables</li>
<li>Get mModels&rsquo; accuracy scoring and confidence intervals for each prediction</li>
<li>Join ML models with existing data</li>
<li>Anomaly detection</li>
<li>Model explainability analysis</li>
<li>GPU support for models&rsquo; training</li>
<li>Open JSON-AI syntax to build models and bring your own ML blocks in a declarative way</li>
<li>REST API available as well</li>
</ul>

MindsDB enables you to use ML predictions in your database using SQL. MindsDB automates and abstracts machine learning models through virtual AI Tables. It can easily make predictions over very complex multivariate time-series data with high cardinality. 







MindsDB - In-Database Machine Learning



Arguflow is a truly all-in-one service for hosting AI powered semantic search and LLM retrieval-augmented generation (RAG) on your data.
Semantic search is the core feature. With traditional lexical search (google, duckduckgo, etc.) you search for a word or phrase and the search engine returns results that contain that word or phrase. With semantic search you search for a concept and the search engine returns results that contain that concept.
Arguflow creates embeddings for you, store them in a vector db, and coordinate metadata joins with a transactional db. It includes best in class API for data servicing and white-label UI's for semantic / full-text search and source-cited llm-chat. User can pick any SQL database compatible with diesel for &nbsp;OLTP storage and choose any vector database of their choice.
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Build AI powered semantic search and LLM retrieval-augmented generation (RAG) fast


Arguflow - Build AI powered semantic search and LLM retrieval-augmented generation (RAG) fast

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MindsDB - In-Database Machine Learning

Arguflow - Build AI powered semantic search and LLM retrieval-augmented generation (RAG) fast

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