{"id":2271,"date":"2023-07-12T13:10:50","date_gmt":"2023-07-12T13:10:50","guid":{"rendered":"https:\/\/meetanshi.com\/blog\/chatgpt-code-interpreter\/"},"modified":"2025-01-02T09:58:04","modified_gmt":"2025-01-02T09:58:04","slug":"chatgpt-code-interpreter","status":"publish","type":"post","link":"https:\/\/meetanshi.com\/blog\/chatgpt-code-interpreter\/","title":{"rendered":"What is ChatGPT Code Interpreter? \u2013 Explained in Layman\u2019s Terms"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">The&nbsp;<em><strong>ChatGPT Code Interpreter<\/strong><\/em>&nbsp;beta is finally out. This new feature rollout is making headlines. OpenAI is set to change the game of data science with this all-new ChatGPT plugin.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In this post, we\u2019ll closely examine the Code Interpreter in ChatGPT.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"what-is-chatgpt-code-interpreter\">What is ChatGPT Code Interpreter?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Code Interpreter is a ChatGPT feature that enables data analysis &amp; visualization, file conversion, code editing and other advanced tasks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Based on the prompts, it generates a Python code and runs it in a sandbox environment to perform the task.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/meetanshi.com\/blog\/wp-content\/uploads\/2023\/07\/ChatGPT-Code-Interpreter-1.png\" alt=\"ChatGPT Code Interpreter\" class=\"wp-image-33145\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">It is based on GPT-4 and also supports uploading and downloading files. It is supposed to reduce inaccuracies through coding. Code Interpreter is a great assistant for coders and data scientists as they can directly process files through codes and download the outcomes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In simple terms, it is a Python programmer working for you!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Code Interpreter (beta) is available to ChatGPT Plus users only. (If you\u2019re new to ChatGPT Plus, you may need to join the ChatGPT code interpreter waitlist.)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"how-to-enable-chatgpt-code-interpreter\">How to Enable ChatGPT Code Interpreter?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT Plus users must enable the Code Interpreter beta from&nbsp;<strong>Settings &gt; Beta Features<\/strong>.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/meetanshi.com\/blog\/wp-content\/uploads\/2023\/07\/Beta-Features-Settings.png\" alt=\"ChatGPT Beta Features in Settings\" class=\"wp-image-33146\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Once enabled, switch to GPT-4 mode and click Code Interpreter from the list.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Now, you have the ChatGPT Code Interpreter access!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"how-does-chatgpt-code-interpreter-work\">How Does ChatGPT Code Interpreter Work?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT generates responses using a large language model, which finds the possibility of the next word in a sequence. This guesswork is based on the data the language model was trained on. This results in a very generic and sometimes, inaccurate response.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">On balance, Code Interpreter works through scripting. It uses the GPT-4 language model to generate Python scripts based on the prompts. The interpreter executes these scripts and provides the results. The response is generated based on the results of the script.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It produces more accurate results.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/meetanshi.com\/blog\/wp-content\/uploads\/2023\/07\/How-does-ChatGPT-code-interpreter-work.png\" alt=\"How does chatgpt code interpreter work\" class=\"wp-image-33152\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT Code Interpreter supports 300+ in-built Python libraries, which you can use to modify files or perform specific tasks.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can also upload files and process them through Python for desired results.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Popular supported file types include:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>.txt<\/li>\n\n\n\n<li>.pdf<\/li>\n\n\n\n<li>.doc<\/li>\n\n\n\n<li>.docx<\/li>\n\n\n\n<li>.jpeg<\/li>\n\n\n\n<li>.png<\/li>\n\n\n\n<li>.mp4<\/li>\n\n\n\n<li>.avi<\/li>\n\n\n\n<li>.csv<\/li>\n\n\n\n<li>.json<\/li>\n\n\n\n<li>.xml<\/li>\n\n\n\n<li>.xls<\/li>\n\n\n\n<li>.xlsx<\/li>\n\n\n\n<li>.cpp<\/li>\n\n\n\n<li>.py<\/li>\n\n\n\n<li>.html<\/li>\n\n\n\n<li>.db<\/li>\n\n\n\n<li>.sqlite<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">You can upload these files to Code Interpreter and perform specific actions using Python. For example, extracting text from images, data from .pdf files, etc.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Experts suggest that Code Interpreter can be a good tool for data visualization, but it should not be fully relied upon.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It has its own flaws.<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><strong>ChatGPT Code Interpreter<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Notable Features<\/strong><\/th><th><strong>Limitations<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Run Python scripts in a sandbox environment<\/td><td>Only supports Python programming language with limited libraries<\/td><\/tr><tr><td>Auto-debug codes and find solutions<\/td><td>No access to the internet, therefore does not support APIs<\/td><\/tr><tr><td>Supports 300+ Python libraries<\/td><td>The maximum upload filesize is 250 MB<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chatgpt-code-interpreter-use-cases-examples\">ChatGPT Code Interpreter \u2013 Use Cases + Examples<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The Code Interpreter in ChatGPT has multiple use cases, such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Data Visualization &amp; Analysis<\/li>\n\n\n\n<li>Image Manipulation<\/li>\n\n\n\n<li>Simple Video Editing<\/li>\n\n\n\n<li>Music Generation<\/li>\n\n\n\n<li>Data Cleaning and Extraction<\/li>\n\n\n\n<li>Academia Research<\/li>\n\n\n\n<li>Plotting Maths Functions<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">and more\u2026<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Let\u2019s see how to use ChatGPT in Code Interpreter.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Visualize Datasets<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">You can visualize datasets by using the ChatGPT Code Interpreter.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Upload the data source file and use prompts like \u2013 \u201cRun a basic data visualization.\u201d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/meetanshi.com\/blog\/wp-content\/uploads\/2023\/07\/Run-basic-data-visualization-using-chatgpt-code-interpreter.png\" alt=\"Run basic visualization using chatgpt code interpreter\" class=\"wp-image-33150\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Here\u2019s the result:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/meetanshi.com\/blog\/wp-content\/uploads\/2023\/07\/data-visualization-in-chatgpt-code-interpreter.png\" alt=\"Data visualization in chatgpt code interpreter\" class=\"wp-image-33148\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Modify the prompts per your needs.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Some examples of data file types include .csv and .json.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Some users also shared examples of performing descriptive analysis of data using the Code Interpreter.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Create a Video<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Now, this one is popular on Twitter.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The Code Interpreter allows you to create videos from images.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, you can create a zoom-out video from an image.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Or create an animation from a static image.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Remove Background from Images<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ask ChatGPT Code Interpreter to remove the background from any image.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/meetanshi.com\/blog\/wp-content\/uploads\/2023\/07\/remove-background-from-image-using-code-interpreter-700x275.png\" alt=\"Remove background from image using code interpreter in chatgpt\" class=\"wp-image-33149\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4. Extract Text from Documents<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">You can use Code Interpreter to scan documents or images.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It uses the Python library used for optical character recognition (OCR.)<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For example, upload an image and ask ChatGPT to extract text from it. Or summarize text from a non-searchable Pdf file.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Wrapping Up<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">That\u2019s all for ChatGPT Code Interpreter!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It is a powerful feature you can use for multiple purposes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Just like having an experienced Python developer by your side, Code Interpreter ChatGPT is there to assist you!<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It has a lot to offer to everyone, from data analysis to image processing.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Other interesting reads:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/meetanshi.com\/blog\/chatgpt-for-seo\/\" target=\"_blank\" rel=\"noreferrer noopener\">ChatGPT for SEO: 30+ Examples<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/meetanshi.com\/blog\/chatgpt-vs-bard-vs-bing\/\" target=\"_blank\" rel=\"noreferrer noopener\">ChatGPT Vs. Bard Vs. Bing<\/a><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Stay tuned to this blog post. I will keep updating it with the latest use cases and experiments. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ciao  <\/p>\n","protected":false},"excerpt":{"rendered":"<p>The&nbsp;ChatGPT Code Interpreter&nbsp;beta is finally out. This new feature rollout is making headlines. OpenAI is set to change the game of data science with this&#8230;<\/p>\n","protected":false},"author":7,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[78],"tags":[],"class_list":["post-2271","post","type-post","status-publish","format-standard","hentry","category-digital-marketing"],"acf":[],"_links":{"self":[{"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/posts\/2271","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/comments?post=2271"}],"version-history":[{"count":1,"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/posts\/2271\/revisions"}],"predecessor-version":[{"id":5103,"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/posts\/2271\/revisions\/5103"}],"wp:attachment":[{"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/media?parent=2271"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/categories?post=2271"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/meetanshi.com\/blog\/wp-json\/wp\/v2\/tags?post=2271"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}