Alexis Kestler
ChatGPT has become an internet sensation, dazzling users with its ability to have natural conversations and provide remarkably human-like responses. The release of Code Interpreter takes its capabilities to a whole new level. As an AI enthusiast and data analyst myself, I wanted to provide an in-depth beginner‘s guide to exactly what ChatGPT‘s Code Interpreter is, how it works, and some of the cool things you can do with it.
A Quick Intro to ChatGPT and Code Interpreter
For those new to AI, ChatGPT is a conversational chatbot created by OpenAI and released in November 2022. It uses an advanced natural language AI model called GPT-3.5 to understand text prompts and respond intelligently, making it seem almost human!
Code Interpreter is a new plugin released in July 2023 that gives ChatGPT the ability to actually run, edit, and analyze code you provide it. Before, ChatGPT could only explain coding concepts theoretically – now it can work hands-on with data, code, and files.
To access the Code Interpreter, you need a paid ChatGPT Plus account. It‘s still in beta testing, but OpenAI is rolling it out to all Plus subscribers gradually.
As an analytics professional, I find this extremely exciting. Let me walk you through how to activate it and some of the cool things you can do!
Activating ChatGPT‘s Code Interpreter in 3 Easy Steps
Enabling Code Interpreter on your ChatGPT account is simple:
- Log into your ChatGPT Plus account
- Click the 3 dots in the bottom left, go to Settings
- Under Beta Features, toggle on "Code Interpreter"
- In your chat, switch to GPT-4 mode at the top
- Click the "Code Interpreter" button
That‘s all it takes to unlock Code Interpreter! Now let‘s look at some of the amazing things you can do with it.
Cool Ways to Use ChatGPT‘s Code Interpreter
Code Interpreter opens up a ton of new possibilities for both experts and beginners. As a data analyst myself, I find these applications especially exciting:
Data Analysis and Insight Discovery
One of the biggest benefits of Code Interpreter is using ChatGPT for data analysis and visualization. It can process CSV files and JSON data that you provide to surface key insights and trends.
For example, check out this bar graph that ChatGPT generated from a JSON file analyzing patterns in law firm names:
(Image credit: CaseyMeraz/Twitter)
Without writing any Python code, ChatGPT did the heavy lifting of data processing and visualization automatically through conversation. This makes data analysis much more approachable for non-coders.
In my work, I analyze huge amounts of retail data to find trends and insights. Based on my experience, Code Interpreter could be a game changer allowing less technical users to tap into the power of data. We‘re still early, but the implications get me very excited!
SEO and Marketing Analysis
Beyond data analytics, Code Interpreter is great for digital marketing and SEO analysis too. It can connect to APIs like Google Search Console to pull data. Community managers can analyze social media data to optimize engagement.
It worked!ChatGPT Code Interpreter talked me through all the steps in connecting with the GSC API. We then wrote a program to get a website's clicks and display it. Because of the limits on GPT-4 use, I need to work on this in small chunks at a time. (Good thing, as I've… https://t.co/Cq2nhdT8dx pic.twitter.com/Fm1YWmXxEp
— Marie Haynes (@Marie_Haynes) July 10, 2023
As a former SEO analyst myself, I think Code Interpreter could be a game-changer for pulling and visualizing engagement data to optimize content. The possibilities here excite me as both a data nerd and digital marketer!
Computer Vision Capabilities
Code Interpreter also unlocks some cool computer vision capabilities using libraries like OpenCV. It can perform tasks like:
- Optical character recognition (OCR) to extract text from images
- Facial recognition and tracking in videos
- Object classification and localization in images
For example, here‘s ChatGPT successfully detecting faces in a video using Haar Cascades:
(Image credit: SkalskiP/GitHub)
The computer vision functionality is still limited compared to advanced machine learning models. But having these capabilities accessible in plain language is a huge step forward!
File Editing and Programming
Beyond data and CV, Code Interpreter can also edit code files, markdown, CSVs, and more. It can run Python scripts and leverage over 300 Python packages according to tests.
This allows you to fix bugs, reformat code, manipulate files, and execute programs through conversational instructions. As a programmer myself in my free time, I think this could be a handy tool for quick edits and iterating code.
Current Limitations but Promising Potential
As an early beta, Code Interpreter isn‘t perfect yet. Based on my own experiments, some key limitations right now:
- Can‘t run intensive computing tasks well – basic scripts only for now
- Advanced data science and CV capabilities still limited
- Debugging complex code is hit or miss
However, given how new Code Interpreter is, I‘m blown away by what it can do already. OpenAI will undoubtedly be working rapidly to improve its capabilities.
The potential here is amazing – being able to tap into coding and data analysis through conversation alone makes these skills more accessible. As both a programmer and data analyst myself, I can‘t wait to see Code Interpreter‘s capabilities evolve!
Let me know if you have any other questions! I‘m always happy to chat more about the latest AI advances. Code Interpreter is just one glimpse at the exciting future of AI. Buckle up, because the ride is just getting started!
