In Data Science
OpenAI's latest evolution, Chat GPT, is accessible through the company's Playground application, but what exactly is it and how do you use it?
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Talk of his ChatGPT for OpenAI has been swirling around the internet in the last few days since Sam Altman dropped his artificial intelligence chatbot on Nov. 30, 2022.
This application is his third update to his original Generative Pre-Training (GPT) idea, allowing users to communicate with robots through detailed and natural dialogue, as if they were talking to a real human being can.
We will talk about OpenAi and the tools it has developed to make the most of GPT-3, explore ChatGPT, the Playground web platform and API.
Read also: how to fix OpenAI's services are not available in your country error
OpenAI: ChatGPT, Playground and the API. Guide to making the most of GPT-3
What is OpenAi?
OpenAI is one of the most interesting companies of the moment, founded by one of the brightest minds of our time, Elon Musk.
Its goal is to use artificial intelligence to analyze and understand text written by humans, with the goal of creating a machine that can "read" and "understand" text autonomously.
Using complex machine learning algorithms, OpenAI can process large amounts of text and understand its meaning, allowing us to ask the machine to answer questions or generate original text on a given topic.
OpenAI's most popular tool is ChatGPT, which uses the GPT-3 algorithm to generate human-like conversations.
OpenAI Playground vs ChatGPT: what is GPT-3
GPT-3: preliminary information
OpenAI provides several tools to be able to use GPT-3, including ChatGPT, Playground, and the API.
ChatGPT is a simple and intuitive web interface that allows people to interact with GPT-3 interactively, making the use of artificial intelligence accessible even to non-experts in the field.
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Playground is another web interface that allows users to experiment with GPT-3 interactively, providing a test environment for testing and optimizing prompts.
The OpenAI API, on the other hand, enables developers to integrate GPT-3 into their projects, allowing them to access GPT-3's functionality programmatically through a programming interface.
What is OpenAI ChatGPT?
Chat GPT is a tool that allows you to interact with GPT-3.5 in real time through a chat interface. It can be used to generate text by providing a prompt and will generate text based on the information you provide.
What is OpenAI Playground?
OpenAI Playground is a web-based tool that allows you to try out GPT-3 and other OpenAI models in a more interactive and flexible way. It offers various options and settings that allow you to customize the behavior of your model. B. Model size, output type, etc.
Playground (as well as chatGPT, are both based on the OpenAI API, but offer different functionality and usage options.
Playground is a web interface that allows interactive interaction with OpenAI's GPT-3 language model and, unlike ChatGPT, exposes advanced parameters that allow the Completion output to be "calibrated." This process is referred to as fine-tuning.
OpenAI Playground
It is often considered a more advanced tool because it offers the ability to do Fine-tuning of prompts and retrieve code for use in developing an application (You can view the code via the "View code" button)
This means that developers can use Playground to configure the GPT-3 model to their needs, then retrieve the code to replicate the same configuration in their application.
OpenAI Playground can be useful to developers in several ways:
- Test the accuracy of the model: developers can use Playground to generate text and verify the accuracy of the model. This can help developers better understand how the model works and identify any problems.
- Application development: developers can use Playground to generate test text and use it to develop and test their applications.
- Fine tuning: developers can use Playground to train the GPT-3 model using their own data. This allows them to adapt the model to the specific needs of the application and improve the quality of the generated text.
- Experimentation: Playground offers a large number of configuration parameters; developers can experiment with different configurations to obtain the best results for their needs.
- The configuration phase of GPT-3 templates is an essential requirement for optimal operation. Playground simplifies the configuration and evaluation process, enabling developers to create successful applications quickly. Using Playground helps developers save time and money while achieving superior performance!
The setting parameters available in Playground are:
- Temperature: a value between 0 and 1 that controls the creativity of the model in text generation. The higher the value, the more creative the generated text will be.
- Maximum length: the maximum length of the generated text.
- Stop sequences: a sequence of characters that tells the model when to stop generating text.
- Enter sequence: a sequence of characters that tells the model to create a new line.
- Top P: a value between 0 and 1 that controls the probability of selecting a particular word during text generation.
- Frequency penalty: a value that controls the penalty for infrequent words in text generation.
- Presence penalty: a value that controls the penalty for words not present in the training data.
- Best of: The number of completions to be generated per prompt.
- Inject start text: text to be inserted before the prompt.
- Inject restart text: text to be entered to restart text generation.
- Show probabilities: indicates whether or not to show the probabilities of the words generated. Translated with www.DeepL.com/Translator (free version)
OpenAI Playground vs ChatGPT: main differences
In general, Chat GPT is better for those who want to provide a command prompt and generate text quickly, while OpenAI Playground is better for advanced users who want to experiment with different settings and options to customize model behavior. Chat GPT uses GPT 3.5 and Playground uses GPT 3. However, Chat GPT is currently in a free research preview, so you can use it for free. Once the hat free research preview expires, you will no longer have free access to the model. If you want to continue using Chat GPT, you'll need to sign up for a paid subscription.
Using Chat GPT saves your inputs and outputs. Therefore, do not enter any personal or confidential information.
Learn also how to fix OpenAI network error
Ultimately, the difference between the two is that "playground" is a playground and Chat GPT is a standalone application. Space for playing around with parameters to see how this affects token usage and output performance. This will allow you to see which parameters to choose once you start implementing GPT 3 in your project using the API.
OpenAI Playground as an alternative to ChatGPT
Due to the hype, fans are having trouble accessing his OpenAI new technology. When I visit the website, I get a notification and access is denied.
"We are experiencing very high demand. We are working on expanding the system, so please stay tuned. "
The company is currently working to increase traffic, so in the meantime, send us your email address to sign up for alerts.
If you can't wait to try it out, you can get a similar release by visiting the OpenAI Beta Playground.
OpenAI Playground vs ChatGPT
Summary
In conclusion, OpenAI Playground and ChatGPT offer us the opportunity to experiment with artificial intelligence and generate high-quality content in an easy and intuitive way. In a way, it is a democratization of artificial intelligence.
Speaking of the future, we cannot fail to mention the release of GPT-4, the new release that promises to be 100 times more powerful than GPT-3.
With more parameters and greater autonomy, GPT-4 could become a real revolution for so many realities. We are only in our infancy, so we can only wait anxiously to see what this new generation of technology has in store for us.