What Is Image Classification?
January 30, 2025
Article
Instructor: Ahmad Varasteh
Included with
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.
Create effective prompts for communicating with the OpenAI API to generate Python code for data analysis and visualization.
Design and implement data visualizations using AI-generated code to effectively communicate insights and patterns in the data.
Produce Python code for data preparation to ensure data is ready for meaningful visualizations using AI-generated code.
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Only available on desktop
In this 2-hour long project-based course, you will learn the basics of communicating with the OpenAI API through prompts specifically designed for Python code generation aimed at data visualization and analysis. This course is tailored to address a unique real-world scenario where you have been hired by an online toy store company called Toy Trendz to help them analyze their product sales data. They have provided you with a sales dataset related to the year 2018 and have presented analytical questions that require effective visualizations.
The challenge in this project lies in Toy Trendz's desire for a system that can convert human language into visualizations based on the data. You will start by learning how to effectively prompt GPT-4 to generate Python code, unlocking the power of natural language understanding to create customized data visualizations. To get the most out of this course, you'll need access to the OpenAI API 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 analysis with at least a basic knowledge in Python and want to explore the exciting applications of generative AI in data visualization and analysis.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Set up the project environment
Craft Prompts to Communicate with the API
Generate and Execute python code
Practice Task - Crafting effective prompts for code generation
Generate Python Code for Data Preparation
Create Visualizations using AI
Challenge Task - Creating Subplot Visualization using Generative AI
Access to the OpenAI API. A basic understanding of data analysis concepts, A fundamental grasp of Python programming.
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Practice new skills by completing job-related tasks.
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Follow along with pre-recorded videos from experts using a unique side-by-side interface.
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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.
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Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
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