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ADA is a data assistant based on Meta’s open source LLM - Llama 2. By adding an engineered context to the user’s prompts, the model turns language prompts into SQL queries to explore and download ARK Invest’s daily trade data. A Streamlit app demo is available for testing.

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nmirabets/ark-data-assistant

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ark-data-assistant

Project Overview


The objective of this project is to show that LLMs can be turned into simple data assistants by just providing the appropriate context. A role description and a set of rules can give the model the necessary guidance to respond helpfully to data requests.

As a second step to the project, the model can be fine-tuned with a set of question-answer examples to expand the capabilities of the assistant.

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ADA is a data assistant based on Meta’s open source LLM - Llama 2. By adding an engineered context to the user’s prompts, the model turns language prompts into SQL queries to explore and download ARK Invest’s daily trade data. A Streamlit app demo is available for testing.

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