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This repository is contains an AI powered chat add-on for Redash, that transforms complex data analysis into simple conversations. By converting natural language queries into SQL and automating dashboard creation, It makes it easier to data access and empower users to uncover hidden insights.

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mistir-nigusse/Redash_chatbot_add-on

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Redash_chatbot_add-on

The scope of this project extends to developing a Redash add-on in the frontend and an intelligence backend that translates user queries into one of the following

● Summary of visualisations in the current dashboard

● Insight about data returned by existing SQL queries

● Auto generate SQL queries and visualisations

● Auto generate new Redash dashboards from existing and auto generated SQL queries and its associated visualisations.

Data

● Video metadata for all videos uploaded in our YouTube channel

● Time Series viewership metadata for all videos uploaded in our YouTube channel

● Time Series comments for all our videos uploaded in our YouTube channel

● Time Series transcribed text for selected videos uploaded in our channel

● This week data

Expected Outcomes

Skills:

● Data Analysis and Visualization:

○ Proficiency in analysing time series data

○ Proficiency in EDA techniques.

○ Expertise in creating intuitive and informative dashboards.

● Programming and Development Skills:

○ Proficiency in Python and Javascript (React) programming languages

○ Proficiency in SQL

○ Proficiency in understanding code bases for complex software packages

● Proficiency in Prompt Engineering

● Proficiency in using OpenAI API

● Experience in developing add-ons or plugins

● SQL and Database Management

● Experience in running concurrent tasks using Celery

● Experience in deploying complex software package using Docker and docker-compose

● UI/UX Design

Knowledge:

● Natural Language Processing (NLP) Knowledge:

● Use of vector databases

● Machine Learning and AI Knowledge

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This repository is contains an AI powered chat add-on for Redash, that transforms complex data analysis into simple conversations. By converting natural language queries into SQL and automating dashboard creation, It makes it easier to data access and empower users to uncover hidden insights.

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