ChatGPT's Code Interpreter lets anyone write plain English to run code and edit images, video, and spreadsheets without coding knowledge. Riley Goodside and others showed it can visualize CSVs, create GIFs, and edit video. OpenAI built it using reinforcement learning from human feedback and Abstract Syntax Trees to parse code safely.
Questions this video answers
May 25, 2023.
Reinforcement learning from human feedback (RLHF).
Abstract Syntax Trees (AST).
Riley Goodside.
Dr. Tim Detmers.
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So OpenAI just introduced a new feature for ChatGPT called the Code interpreter. And to be honest, this isn't just some ordinary update. No, it's going to shake things up big time. Chat GPT's code interpreter allows anyone to code interacting with the AI in plain English, which means no confusing jargon or complicated syntax. You talk to it like you'd talk to a friend and it gets to work. And, and this is all part of OpenAI's goal to make artificial intelligence less scary and more user friendly. The mainstay of this upgrade is that Chat GPT can now do more than just understanding and generating text. It has transcended into the realm of interacting with code and media files. Imagine this. You can upload an image, a spreadsheet, or even a video, have ChatGPT process it and deliver the output in an easy to use format. It's really awesome, Right? Let's dive deep into the details of how this amazing feature was created. OpenAI explains that they mainly used a method called reinforcement learning from human feedback to develop this groundbreaking ability. It's basically a machine learning training technique that uses human responses to help the model learn. This approach has already shown impressive results in previous versions of ChatGPT, and now they've taken it to the next level, making it even more capable than ever before. Honestly, the possibilities with this upgrade are truly extraordinary. It's amazing how far we've come from using ChatGPT solely for answering questions and generating essays. Now it's like having a versatile assistant by your side. You can simply ask ChatGPT to help you edit an image, analyze data in a spreadsheet, or trim a video. For instance, you can now create a GIF with, let's say, falling green matrix letters, sized 512 by 512 pixels, simply by asking Chatpeet to make it for you. Or maybe you have an uploaded GIF that you'd like to convert into a longer MP4 with a slow zoom effect. Well, no problem, it will do it. In fact, there's a user named Riley Goodside who used these video editing capabilities and created some truly impressive visuals. This could potentially revolutionize the field of video editing as we currently understand it. Normally, you'd have to go through the process of downloading the video, opening it in video editing software, making your desired changes and saving it. But with the code interpreter feature, you can simply upload the video to ChatGPT and type something like cut the first 10 seconds of the video, add subtitles in Spanish, or change the background music to jazz. Trust me, ChatGPT will take care of it in a matter of minutes. Isn't that amazing? You can do a lot by simply using plain language commands. For instance, you can easily upload files of various kinds, including PDFs, images, or audio files. What's even better is that you can make changes to text, images, audio, and video using straightforward commands like replace, crop, rotate, or fade. You can even combine different types of content by using commands like merge, split, or overlay. Let me share a couple of examples to showcase the power of this so one user uploaded a CSV file containing the locations of all lighthouses in the US and asked ChatGPT to create a visualization, and ChatGPT generated a GIF that displayed a map with the lighthouse locations. Another user uploaded a CSV file containing San Francisco crime Data and asked ChatGPT to visualize the trends and and in a matter of seconds the data was filtered, sorted, and presented graphically. So it's not just about making things easier. This big improvement brings a whole bunch of new opportunities, especially for people who might not be experts in this kind of stuff. We cannot discuss this upgrade without talking about its ability to understand and interpret code, which is truly groundbreaking. OpenAI's extensive study reveals that ChatGPT can comprehend basic Python code. It employs an approach called Abstract Syntax Trees to get a structural understanding of the code. Essentially, AST is a tree representation of the abstract syntactic structure of source code written in a programming language. This advanced technology not only helps in comprehending the code's structure and relationship, but also significantly extends the functionality of ChatGPT. As of now, it can't understand complex programming constructs, but given the rate at which OpenAI is advancing, I won't be surprised if we see it conquering those challenges sooner than later. Let's talk about another great feature of the code interpreter, how easy it is to use. With this new feature, you can simply tell the AI what you need in plain English and it starts working. It's really as simple as it sounds, and after finishing the task, it provides the result in a format that you can download. It could be a png, CSV video file, or any other format you need, which, to be honest, is just super convenient. So if you're a developer, you can use it as a helpful tool to identify and fix issues in your code. For marketers, it can be used to analyze customer data, generate reports, and gain valuable insights. Even graphic designers can benefit by using it for basic image editing tasks like cropping or resizing the famous AI researcher Dr. Tim Detmers praises this new feature, saying, this new feature brings us closer to a future where humans and machines can work together effortlessly, removing obstacles between various types of data. His viewpoint resonates within the AI community, further confirming the significance and potential of this groundbreaking development. But let's set aside the excitement for a moment as we need to talk about security. According to OpenAI, they have taken great care to ensure that your files are handled safely. They have implemented strong security measures, including encryption from start to finish, and also they have introduced ways for you to keep track of the information connected to your files, which means you have complete transparency and visibility into how your data is being used. So it seems like everything is fine regarding that issue. Naturally, whenever there's a new update to ChatGPT, it's normal to have concerns and questions. People might wonder if AI will take over human jobs, how secure our data is, and whether there are ethical issues to think about. These concerns are valid and deserve to be discussed. However, it's crucial to keep in mind that tools like ChatGPT are simply tools. They can handle repetitive tasks, allowing us humans to concentrate on more imaginative and advanced tasks. When it comes to safety, it looks like OpenAI is putting a lot of effort into safeguarding user data and being transparent about their methods. When it comes to ethics, that's a discussion we as a society need to have. It's heartening to see that OpenAI is leading in this regard by actively seeking public input on their AI systems and their deployment. Taking a brief pause, let's take a moment to recognize the tremendous possibilities and significant impact of this technology. It's not just about being impressive, it's about how this new feature is changing the way we engage with AI, making it easier to use, tailored to our needs, and more effective. I've mentioned this before and I'll say it again, OpenAI has truly outdone themselves. The ChatGPT code interpreter is a great example of the power of AI and what it can mean for our future. The world we live in is changing fast and I'm genuinely excited to be part of this journey and see where it takes us next. And with that, we conclude today's in depth look at this groundbreaking feature. There's so much more to discover and countless possibilities to explore with this new capability. I encourage all of you to give it a try and see what you can do. Thank you for joining me on this exploration. If you enjoyed this video, please show your support by liking it, sharing it with your friends, and subscribing to my channel for more exciting updates from the world of AI as always, stay safe, stay curious, and let's continue this incredible journey into the world of AI together. Until next time, keep exploring.
