Commercial LLM-Enabled Data Analytics
Getting Started
Once a dataset is uploaded, the program will begin asking questions about what functions you would like to see. A logical starting point would be to ask for a data summary that would describe the number of rows and columns and an explanation of column headers.
Alternatively, you can request exploratory data analysis that will generate basic descriptive statistics and data visualizations. These programs can perform data preprocessing, data visualization, supervised (classification/regression), and unsupervised learning. Based on the data, the program will generate suggestions or ask questions. Users have the option to examine the code, revealing the commands and packages utilized for the analysis. Users can rate the response as good or bad. The latter will allow the user to report any issues to the developers. As you can see in all of these datasets, AI is a huge time saver.
The following videos were created using Vizly. This is not an endorsement, as it is likely all of the aforementioned programs would give similar results.
Important Note
I must emphasize that you should first explore/visualize all datasets in a spreadsheet before uploading them to this type of program. The second point is that these programs should be used by those individuals with an intermediate data science background so they would know how to ask appropriate questions and be able to judge the accuracy of responses. They could be used in a data analytics course if faculty taught basic data science and simply used one of these programs to demonstrate core principles.
Video #1 Upload a Dataset and Perform Descriptive Statistics
Video #2 How to Handle Missing Data, Outliers and Class Imbalance
Video #3 Creating a Regression Model to Predict Hospital Charges
Video #4 Creating a Classification Model to Predict Heart Disease
Video #5 Analyzing WHO Mortality Data
There are numerous LLM-enabled data analytical programs available with similar features and costs. Examples include: Vizly, Julius AI, Formula Bot, PowerDrill, Domo, Akkio and AnswerRocket