Prompt Engineering

Automate Hypothesis:Comment tagging

Data Science includes more than just developing AI models, it also includes consulations with business stakeholders. Anlysts tend to have immediate needs, and the ability to use prompt engineering can get results fast. This project illustrates the ability to use prompt engineering to automate the association between hypotheses and survey comments.

One of the en-vogue business tools is hypothesis trees. This involves taking an analyst’s objectives and key results (OKRs) and breaking them down into individual hypotheses. Then to complete the tree, we need ground proof data that matches the hypotheses. For example, let’s assume an analyst needs to find the friction points in a particualr journey. They may make hypotheses for why clients are having friction during each journey. We can then scan through CSAT comments to see how many times clients have complained about each friction point, proving our hypotheses with ground truth data.

Caption photos easily. On the left, a road goes through a tunnel. Middle, leaves artistically fall in a hipster photoshoot. Right, in another hipster photoshoot, a lumberjack grasps a handful of pine needles.
This image can also have a caption. It's like magic.

You can also put regular text between your rows of images. Say you wanted to write a little bit about your project before you posted the rest of the images. You describe how you toiled, sweated, bled for your project, and then… you reveal its glory in the next row of images.

You can also have artistically styled 2/3 + 1/3 images, like these.

The code is simple. Just wrap your images with <div class="col-sm"> and place them inside <div class="row"> (read more about the Bootstrap Grid system). To make images responsive, add img-fluid class to each; for rounded corners and shadows use rounded and z-depth-1 classes. Here’s the code for the last row of images above:

<div class="row justify-content-sm-center">
  <div class="col-sm-8 mt-3 mt-md-0">
    {% include figure.liquid path="assets/img/6.jpg" title="example image" class="img-fluid rounded z-depth-1" %}
  </div>
  <div class="col-sm-4 mt-3 mt-md-0">
    {% include figure.liquid path="assets/img/11.jpg" title="example image" class="img-fluid rounded z-depth-1" %}
  </div>
</div>