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How to Use Code Interpreter

GPT-4.5

Aakash Gupta
Jul 24, 2023
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In Today’s Newsletter:

  • Code Interpreter == GPT-4.5

  • 🔒 How to Use Code Interpreter


Code Interpreter == GPT-4.5

GPT-4 + Code Interpreter is the next major leap in GPT models.

It’s not just that Code Interpreter analyzes data. Code interpreter comes pre-installed with over 330 useful libraries, like

  • OCR: Pytesseract

  • Video Editing: MoviePy

  • Image Processing: Pillow

  • Charting and Maps: Folium

  • ML: Scikit-Learn, PyTorch and Tensorflow

And of course the premium library for data analysis in Python, pandas. You can also upload and download files up to 100MB. With all these capabilities, Code Interpreter is a full-blown autonomous coding assistant for you when used properly.

It just has to be seen to believed. This whole code cleaning and analysis process took less than 2 minutes:

  1. Download the data (15 seconds)

  2. Upload it to code interpreter (15 seconds)

  3. Write your prompt (45 seconds)

  4. Wait for execution (45 seconds)

It’s magic.


How to Use Code Interpreter

I’ve noticed that the vast majority of people I’ve talked to just haven’t had time to play with and learn Code Interpreter.

So that’s the subject of today’s post. Here’s the high level:

Let’s go the layer deeper in this week’s deep-dive.

  1. Going Through the Top Buckets of Use Cases

  2. The top 5 ways to think of using it as a PM

  3. Key Mistakes you Can make with it

  4. Code Interpreter’s limitations

This is going to be fun. We’re going to walk through a bunch of code interpreter use cases together. This includes how to use the new Custom Instructions feature to supercharge your usage. So fire up yours, and let’s go.

Some people would charge you $50 bucks for this. (And that would still be a value - because this is a tool that is worth more to you.) I make it part of the monthly subscription.

Let’s do it.

Going Through All the Top Use Cases

For this section, we’ll go through quick examples the six top categories of use cases today:

  1. Cleaning and Exploring Data

  2. Building Charts from Data

  3. Doing Statistical Analysis

  4. Image & Video Editing

  5. App & Game Creation

  6. Programming

In each section, I include videos and links to the actual conversations so you can learn from the examples.

After that, we’ll develop intuition for the specific times to use these as a PM.

But first, let’s get your custom instructions right.

Custom Instructions for First Three Use Cases

So I’ve been using Code Interpreter a lot. And I’ve run into a lot of its problems. So I’ve cooked up these custom instructions that help solve the key problems:

  • Gives up

  • Makes horrible charts

  • Forgets its own capabilities

  • Doesn’t complete the tasks it sets out for itself

Plug these custom instructions in:

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