What Are User Interviews? + How to Conduct Them
November 15, 2024
Article
Recommended experience
Intermediate level
Access to the OpenAI API. A basic understanding of data analysis concepts, A fundamental grasp of Python programming.
Recommended experience
Intermediate level
Access to the OpenAI API. A basic understanding of data analysis concepts, A fundamental grasp of Python programming.
Utilize OpenAI Text Embedding models for document text-based search
Apply vector similarity measures for document text-based search
Visualize text embedding vectors with Principal Component Analysis (PCA)
Add to your LinkedIn profile
Only available on desktop
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.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Set up project environment
Explore OpenAI's text embedding model
Extract embedding vectors of the product reivews
Visualize the embedding vectors
Perform text-based search
Access to the OpenAI API. A basic understanding of data analysis concepts, A fundamental grasp of Python programming.
The Coursera Project Network is a select group of instructors who have demonstrated expertise in specific tools or skills through their industry experience or academic backgrounds in the topics of their projects. If you're interested in becoming a project instructor and creating Guided Projects to help millions of learners around the world, please apply today at teach.coursera.org.
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
Coursera Project Network
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Coursera Project Network
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Coursera Project Network
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University of Illinois Urbana-Champaign
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By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
Because your workspace contains a cloud desktop that is sized for a laptop or desktop computer, Guided Projects are not available on your mobile device.
Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.
You can download and keep any of your created files from the Guided Project. To do so, you can use the “File Browser” feature while you are accessing your cloud desktop.
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Auditing is not available for Guided Projects.
At the top of the page, you can press on the experience level for this Guided Project to view any knowledge prerequisites. For every level of Guided Project, your instructor will walk you through step-by-step.
Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.