How to use ChatGPT on your data - End to End Project | OpenAI Function Calling For Beginners

TL;DR

Learn how to build an internal question and answer system for Atlick College that integrates a MySQL database and OpenAI's language model, GPT, to provide specific answers to college-related queries.

Transcript

let me tell you the story of Joy Pandey and his brother Peter Pandey Joy Pandey is a student at atlick Commerce college and Peter Pandey is an AI enabled data professional Peter also saved his brother by using the open AI function calling yes he did Joy was depressed as his project got rejected by his Dean Joy successfully integrated chat GPT with ... Read More

Key Insights

• 🏛️ Peter Pandey, an AI-enabled data professional, helps his brother Joy build an internal Q&A system for Atlick College.
• 🎓 The system integrates a MySQL database with OpenAI's GPT language model to provide specific answers to college-related queries.
• 🤙 OpenAI's function calling capability enables the system to make calls to the database to retrieve necessary information for answering questions.
• 😫 The project includes setting up the database, creating Python functions to interact with the database, implementing OpenAI function calling, and building the user interface using Streamlit.
• ⁉️ The system can handle both general questions and specific questions related to student fees, marks, and other internal knowledge.
• 🧑‍🤝‍🧑 The Q&A system provides accurate and up-to-date answers by utilizing the reasoning and language understanding capabilities of the GPT language model.
• 🥺 Building a career around Natural Language Processing (NLP) and utilizing AI technologies like OpenAI's GPT can lead to faster career growth.

Questions & Answers

Q: What was the motivation behind building the internal Q&A system for Atlick College?

Joy's project got rejected by the Dean, who wanted a chatbot that can answer specific questions related to the college's internal knowledge. Peter decided to build an internal Q&A system to help Joy meet the Dean's requirements.

Q: How does the system integrate with the college's MySQL database?

The system utilizes Python functions to call the relevant stored procedures in the MySQL database to retrieve information such as student fees and marks, based on the specific question asked.

Q: What role does OpenAI's GPT language model play in the project?

The GPT language model is used to generate responses to general questions and to map specific questions to the appropriate Python functions. It helps in understanding the user's input and generating human-readable answers.

Q: What is the benefit of using OpenAI's function calling capability?

By utilizing function calling, the system can make calls to the college's MySQL database to retrieve specific information required to answer questions related to student fees, marks, and other internal knowledge. This enables the system to provide accurate and up-to-date answers.

Q: How is the user interface built for the Q&A system?

The user interface is developed using Streamlit, a Python library for building interactive web applications. It allows users to input their questions and displays the corresponding answers generated by the Q&A system.

Summary & Key Takeaways

• Joy's project at Atlick Commerce College gets rejected by his Dean, but his brother Peter, an AI-enabled data professional, decides to help him build an internal Q&A system using OpenAI's GPT language model.

• The system integrates with Atlick College's MySQL database to provide answers to general and specific questions related to the college's internal knowledge, including student fees and marks information.

• The project utilizes OpenAI's function calling capability to make calls to the database and retrieve the necessary information to answer the questions.

• The content provides a walkthrough of the project, including setting up the database, creating Python functions to interact with the database, implementing OpenAI function calling, and building the user interface using Streamlit.