ChatGPT's New Feature: The Magic of "Code Interpreter"

ChatGPT's New Feature: The Magic of "Code Interpreter"

Everyone's buzzing about ChatGPT's conversational abilities. But wait until you hear about its newest feature - the "code interpreter." It's like giving your ChatGPT a magic wand!

**What's the Big Deal?**

You might think it's all about coding, given its name. But hold onto your hats!

This update lets ChatGPT dabble in image and video editing, data dives, and so much more. It's like a Swiss army knife for digital tasks.

Many users are already calling this the "next big thing" in chatbot evolution.

Break It Down: What Can It Do?

Imagine asking ChatGPT to:

- Neatly trim your videos.

- Convert your photos into cool video clips.

- Read text from photos.

- Change file formats.

- Skim through long PDFs and give you the gist.

- Dive into data to give you insights.

- Whip up a QR code in a jiffy.

And guess what? Now you can send files to ChatGPT and get them back after the magic touch, a feature we've all been waiting for!

Ready to Try the Magic?

If you're using ChatGPT Plus, you've already got the golden ticket. But there's a tiny step before the magic unfolds.

Go to your Settings & Beta > Check Code Interpreter > Select GPT-4 > Checl Code Interpreter (Beta)

Voila, let the adventures begin!

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Here is a list of tasks you can accomplish with Code Interpreter and the prompts to request the tasks:

Data Processing

  • Load and read data from CSV, Excel, or other formats.
  • Clean and preprocess data.
  • Handle missing values, outliers, and data transformations.
  • Feature engineering and data wrangling.

PROMPTS:

"I have a dataset in CSV format. Can you help me clean and preprocess it, particularly handling missing values and outliers?"

"I've got this dataset. Could you assist in refining it by handling any missing values and potential outliers?"

"Here's my dataset. I'd like some help with data cleaning and preprocessing, especially focusing on transformations and normalization."

Video Trimming

  • Trim and refine video clips to desired lengths.

PROMPTS:

"I have a long video. Can you help me cut it down to just the section from 2:00 to 4:00?"

"There's an unnecessary part at the beginning of this video. Can you trim the first 30 seconds for me?"

"I'd like to extract a specific scene from this video. Can you assist?"

Photo-to-Video Conversion

  • Transform static images into dynamic video sequences.

PROMPTS:

"I have a collection of photos from my trip. Can you turn them into a slideshow video?"

"I'd like these images to be converted into a looping video. How can we do that?"

"Can you help create a video clip using these photos with some transition effects?"

Text Extraction from Images

  • Identify and retrieve text embedded within image files.

PROMPTS:

"There's some text on this image. Can you read it for me?"

"I took a photo of a document. Can you extract the written content from it?"

"I have an image with a quote on it. Can you help me get the text?"

File Format Conversion

  • Change files from one format/type to another.

PROMPTS:

"I have this document in DOCX. Can you convert it to PDF for me?"

"This image is in PNG. I'd like it in JPEG. Can you help?"

"I need this audio file in a different format. Can you change it from WAV to MP3?"

PDF Summarization:

  • Review and condense lengthy PDF documents into shorter summaries.

PROMPTS:

"This PDF is quite long. Can you give me a brief overview of its content?"

"I don't have time to go through this entire report. Can you provide a summary?"

"Can you extract the main points from this PDF document for me?"

QR Code Generation:

  • Create scannable QR codes for various content or links.

PROMPTS:

  • "I want to generate a QR code for my website. Can you help?"
  • "Can you create a QR code that directs to this specific online document?"
  • "I'd like a QR code for this text information. Can you assist?"

Data Analysis:

  • Descriptive statistics (mean, median, variance, etc.).
  • Correlation analysis.
  • Time series analysis.
  • Hypothesis testing and statistical inference.

PROMPTS:

"I'd like to analyze this dataset to understand its characteristics. Can you provide descriptive statistics and a correlation analysis?"

"Can you delve into this dataset and provide me with some key statistics and insights about its features?"

"I'd like a comprehensive analysis of this dataset, particularly looking at the relationships between variables. Can you assist?"

Data Visualization

  • Plot various types of graphs like line, bar, scatter, histogram, etc.
  • Visualize time series data.
  • Generate heat maps, box plots, and more

PROMPTS:

"I want to visualize the distribution and trends in my data. Can you help me plot a line graph for this time series data?"

"I'm keen to see the trends in this data visually. Could you generate a few plots that best represent the data?"

"Could you help me with visualizing the patterns in this dataset using appropriate charts or plots?"

Machine Learning

  • Build and train machine learning models.
  • Evaluate model performance.
  • Make predictions using trained models.
  • Perform clustering or dimensionality reduction.

PROMPTS:

"I'm interested in building a regression model using this dataset. Can you guide me through the process of training and evaluating the model?"

"I'd like to predict one of the columns in this dataset using machine learning. Can you help me set up and train a suitable model?"

"I'm thinking of using this data for a classification task. Could you guide me on how to proceed with building and testing a model?"

Mathematics & Statistics:

  • Solve mathematical equations and algebraic problems.
  • Perform complex number calculations.
  • Conduct statistical tests.

PROMPTS:

"I have a set of data points. Can you help me perform a hypothesis test to determine if the mean of the data is significantly different from a given value?"

"I have this data and am wondering if it significantly deviates from a standard distribution. Could we conduct some statistical tests?"

"I'd like to get a deeper statistical understanding of this dataset. Can you help with some tests and calculations?"

Text Analysis

  • Text preprocessing (tokenization, stemming, lemmatization).
  • Build basic natural language processing tasks.
  • Text data analysis and visualization.

PROMPTS:

"I have a collection of text documents. Can you assist me in preprocessing the text and extracting insights from it?"

"I have these text records and want to preprocess and analyze them. Could you assist in extracting key themes or topics?"

"Here are some text documents. I'd like to understand their structure and content better. Can you help with preprocessing and analysis?"

Simulation & Optimization

  • Conduct Monte Carlo simulations.
  • Solve optimization problems.

PROMPTS:

"I'm looking to simulate a random process using Monte Carlo methods. Can you help set up and run the simulation?"

"I want to understand the potential outcomes of this random process. Could we set up a simulation to explore it?"

"I'm interested in optimizing a particular function. Can you assist in setting up and solving the optimization problem?"

Coding and Programming

  • Debugging: Identify and fix errors in a given code.
  • Algorithm Implementation: Implement a specific algorithm in a chosen programming language.
  • Optimization: Enhance the efficiency of a given code.
  • Data Structures: Design and implement a particular data structure.
  • APIs and Web Development: Develop a web service or web application.
  • Databases: Set up, interact with, or query a database.
  • Libraries and Frameworks: Utilize specific libraries or frameworks for development.
  • Front-end Development: Design or implement features for a website's front-end.
  • Version Control: Manage code versions, and branches, or resolve conflicts using tools like Git.
  • Testing and Documentation: Write tests for code or document its functionality.

PROMPTS

"I have this piece of code that's giving me an error. Can you help me debug it?"

"I'm facing an issue with my code. It doesn't produce the expected output. Could you assist in identifying the problem?"

"This code works, but it's quite slow. Can you help me optimize it for better performance?"

"I'm building a web page and need assistance with some JavaScript functionality. Can you help?"

"I'd like to make my website responsive. Could you assist with the CSS?"

File Operations

  • Read and write to files.
  • Perform basic file manipulations.

PROMPTS:

"I have a text file with structured data. Can you assist me in reading the file and extracting relevant information?"

"I have a file containing some structured data. Could you help me parse it and extract the information I need?"

"Here's a file with data. I'd like assistance in reading its content and processing the relevant sections."

Custom Python Scripting

  • Write and execute custom Python scripts for various tasks.

PROMPTS:

"I have a specific task that requires custom Python scripting. Here's what I want the script to accomplish [describe task]. Can you help me write and execute it?"

"I have a particular task in mind and think Python would be best for it. Can you help me draft and run a script to achieve [describe task]?"

"I need a custom Python script for a specific purpose. Here's what I want to do [describe task]. Could you assist in creating it?"

Limitations

Remember, while the Code Interpreter is versatile, there are certain limitations, especially in terms of internet access and the libraries available.

Always consider the nature and sensitivity of the data you're working with and the suitability of the environment for your task.

When crafting a prompt, it's beneficial to:

  • Be specific about what you want to achieve.
  • Provide any relevant context or background information.
  • If you have data, mention its format and any particular columns or variables of interest.

By providing clear instructions and context, you can ensure a smoother and more efficient interaction with the Code Interpreter or any other tool or expert.


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Interested to learn more? Connect with me to start the conversation

Michael Ellis

Career Mentor I English Coach/Tutor I International Business Development Consultant

1 年

Very impressive- things are moving very fast indeed -Silvio Ferrero

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