Product Reviews Text-based Search - OpenAI Text Embedding

Overview

Class Central Tips

In this two-hour guided project, you will utilize the OpenAI API for text-based document search using the OpenAI text embedding model. SphereZone, a leading security system company, has enlisted your expertise to enhance their customer product review analysis system. They require an intelligent text-based document search algorithm to parse through their customer reviews and evaluate how individuals are discussing various aspects of their product. You will be provided with a dataset containing 89 customer reviews related to their Solar-Powered Outdoor Security Camera. As an AI Engineer, your objective is to utilize OpenAI text-embedding models to develop a Python application for this purpose. To get the most out of this course, you'll need access to the OpenAI API Key and a basic understanding of data analysis concepts, including data types, and data manipulation, along with some familiarity with Python.

Syllabus

Project Overview

In this two-hour guided project, you will utilize the OpenAI API for text-based document search using the OpenAI text embedding model. SphereZone, a leading security system company, has enlisted your expertise to enhance their customer product review analysis system. They require an intelligent text-based document search algorithm to parse through their customer reviews and evaluate how individuals are discussing various aspects of their product. You will be provided with a dataset containing 89 customer reviews related to their Solar-Powered Outdoor Security Camera. As an AI Engineer, your objective is to utilize OpenAI text-embedding models to develop a Python application for this purpose. To get the most out of this course, you'll need access to the OpenAI API Key and a basic understanding of data analysis concepts, including data types, data manipulation, along with some familiarity with Python. This course is for those who are experienced data analysts with at least a basic knowledge in Python and want to explore the exciting applications of generative AI in data analysis.