Data Exploration with Chat Powered by GPT-4
As an ML Engineer, this is one of the most useful applications of GPT-4 I've seen.
Chat Explore is a powerful AI-powered data exploration tool.
Here’s why I am so impressed:
Speeding Your Data Exploration Workflow
Akkio 's Chat Explore is a GPT-4-powered data exploration tool to quickly answer questions to help you make faster decisions and find actionable insights.
Let’s take a look at a simple data exploration workflow with Chat Explore:
Exploring A Reviews Dataset
Let’s imagine you are assigned a task to train a sentiment analysis model on reviews. As a data scientist, you want to quickly learn about the data you have been given.
You can use Chat Explore to explore the data using plain English.
Describe the Dataset
The first thing we ask Chat Explore is to describe the dataset.
This helps get a good understanding of what the dataset is about.
Notice how the model explains and gives examples of the reviews dataset. It even suggests a use case. Super useful!
Generating Charts
Generating charts is an important part of data exploration. Chat Explore can also generate charts!
Simply prompt for the insights and analysis you need.
For example, we would like to find out the number of positive and negative reviews.
Word Frequency
One popular technique to analyze text data is word frequency distribution. Let’s generate a chart for that.
领英推荐
I'm interested in generating a chart of word frequencies for the positive reviews to inspect what are the terms associated with positive sentiment.
Reporting with Charts
As you conduct data exploration with Chat Explore, you might find it useful to save the charts to generate a report or share insights with your team.?
Akkio also allows you to easily save the charts for later use.
Advanced Analyses
An important aspect of data exploration is the ability to perform more advanced analyses of your data. Chat Explore also enables this!
For instance, we can generate a table with some statistics about the text reviews. That's impressive!
Get More Creative
And we can get even more creative with the prompts. Chat Explore is enabled by GPT-4 so it’s very versatile and capable of understanding complex instructions.?
Let’s try something like: “How many positive and negative texts mention “food”".
And one more example: “Show the top bigrams mentioned in the negative examples”.
These examples show how useful tools like Chat Explore can be for data analysis and data scientists. Exploring data couldn’t get any easier and more efficient.
Last Words
In summary, Chat Explore lets you:
Check out Chat Explore here: https://www.akkio.com/chat-explore
I am super excited to continue partnering with Akkio to discuss more about how advanced AI tooling can help developers and data scientists. I continue to be amazed by their innovations.
Associate Director, Data Science Program at Mississippi State University
1 年Looks useful, but consider their terms and conditions. Even though you retain ownership of your data, by using the service, you grant Akkio the ability to use your data for training and building future products. That's really the value of building a service like this - getting access to more data to train AI. Here's their language: "Licensee Models and Licensee Data. Licensee hereby grants to Akkio: (1) a non-exclusive, perpetual, irrevocable, transferable, worldwide and royalty-free license to use, reproduce, modify and otherwise exploit the Licensee Models; and (2) during the Term a non-exclusive, irrevocable, non-transferable, royalty-free and worldwide right to use, reproduce, modify and otherwise exploit Licensee Data, in each case of (1) and (2), to create, develop, operate, provide, maintain, support, update, enhance, modify, train, improve, and otherwise use and exploit the Akkio IP and all current or future Akkio products, services and technology. Akkio has the right to grant and authorize sublicenses (through multiple tiers) to the foregoing licenses in this Section3(b)(iii) in its sole discretion. Akkio remains liable for ensuring sublicensees comply with the scope of the licenses in this Section 3(b)(iii)."
AI Researcher | Full-stack AI Engineer | Design, build and implement Machine learning and language model products | AI/ML/ NLP writer | PhD
1 年Elvis S. This is great. There’s another tool that I think is awesome too. Check this out: https://github.com/approximatelabs/sketch
?? Leader of Communications ?? Talker & Speaker ??Socio-Technical AI ?? Active Inference Enthusiast ?? NeuralNerdworks.com ?? Follow or Connect
1 年S?ren Ole Andersen
MLE I at infocusp innovations | NLP + Multimodal
1 年Nehal B.