Why do we need Function Calling with LLM's? Practical Example with OpenAI GPT-4o

Ajay Gupta · Intermediate ·🧠 Large Language Models ·1y ago

Key Takeaways

This video teaches the role of function calling in Large Language Models using OpenAI's GPT-4o-mini as a practical example

Original Description

In this video, we explore the critical role of function calling in Large Language Models (LLMs) with a practical implementation using OpenAI’s GPT-4o-mini: Function Calling in LLMs: Essential for handling complex tasks like data extraction from images. Automated Receipt Itemization: Define and implement a function to convert receipt images into structured data—vendor, date, items, payment method. API Integration: How to structure API calls to leverage GPT-4o-mini’s function calling for precise, consistent outputs. Data Processing with Pandas: Append extracted data to an existing CSV file, ensuring efficient data management and analysis. Practical Application: Demonstrate function calling's impact on automating tasks, improving AI model utility. If you missed the previous videos, below are the complete course links - 1. What does Multimodal mean - https://youtu.be/oReqF6l4AXc?si=rpEyztR6RbmoQ4BU 2. How to get OpenAPI API Key - https://youtu.be/Xoie05_XvIw?si=gpq7rhuzY-rhADZd 3. Install Python library for OpenAI API - https://www.youtube.com/watch?v=HXgVEjVEaik 4. How to use OpenAI API key in python with GPT-4o mini using Chat Completions API - https://www.youtube.com/watch?v=Xbc-W6-x2qw 5. OpenAI GPT-4o mini vision capabilities using API - https://www.youtube.com/watch?v=3RCRUEhsfUU 6. Why do we need Function Calling with LLM's? Practical Example with OpenAI GPT-4o - https://www.youtube.com/watch?v=jMVyidkNQrA Code for Reference - https://github.com/ajgupta23/Multimodal-Development-with-OpenAI Connect with me on LinkedIn - https://www.linkedin.com/in/ajaygupta200/ #AI #OpenAI #GPT4o #FunctionCalling #Python #GPT4omini #LLM #Pandas #Multimodal #python #pythonprogramming #openaiapi #openaichat #gpt4 #largelanguagemodels #largelanguagemodel
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