Big ML | CONTENT GENERATION

The Complete Guide to Generating Content with Big ML Models – Part 1

One of the most exciting things about Big ML is its potential for generating content. Whether you want to write emails faster or generate entire articles on a given topic, Big ML models can do it all. In this series of articles, we‘ll explore how Big ML can be used to generate content and some of the potential business applications for this technology.

Table of Contents

Series in progress – these links will be updated as new content is published.

Part 1 – Introduction; Using OPT-175B in the business

• • • • Writing a simple email reply with OPT-175B (you are here)
      • AI-Generated Email Replies with OPT-175B
        • • For Devs: Writing a Smart Email Responder in C#
      • Summarizing long emails and other text
      • Writing a press release
      • Creating marketing materials

Part 2 – The Big Idea Generator – unlocking ideas for new articles, products, businesses, and more

• • • • What’s the big idea? Creating new ideas
      • Can GPT-3 replace Google for finding knowledge?
      • Can GPT-3 replace Google? (cont.)
      • Augmenting market research

Part 3 – Extracting phrases, brands, properties, modifiers, and more

Part 4 – Classifying documents and everything else too – the easy way

Part 5 – Creating images with Stable Diffusion and DALL-E

Part 6 – Transcribe speech to text using the highly accurate Whisper model.

Part 7 – Defensive AI: Using AI tools to mask your digital fingerprint

What is Big ML?

These models enable businesses to build predictive models from data. In this series of blog posts we’ll be covering a variety of use cases, spanning models that do text generation, image generation, and speech to text.

Start generating text with OPT-175B

Once you’ve got OPT-175B open, you can get started with your first prompt. Let’s try writing an email reply. Here is a sample email that you might receive from a customer:

Hi, I am emailing to ask if you can help me with something. I am looking for a specific type of book and I was wondering if you could help me find it. The book I am looking for is titled: “Iguanas Are Awesome”.

I would appreciate any help you can give me.

Thank you,

John

Even if you know that the book is in stock, it might still take you a couple minutes to formulate a reply. But this time let’s try using OPT-175B to generate the reply. Try pasting the following text into the box there:

Here is an email that I received:

Hi, I am emailing to ask if you can help me with something. I am looking for a specific type of book and I was wondering if you could help me find it. The book I am looking for is titled: “Iguanas Are Awesome”.

I would appreciate any help you can give me.

Thank you, John

Below is a polite reply letting them know that we have the book in stock; they can pick it up or we can ship it to them. To place an order call the store.

But before you hit Generate, set these settings:

• Response Length: 96
• Temperature: 0.7
• Top-p: 1

It may take a moment, but soon you’ll have generated a full reply to John. Here is the one we got:

Hi John:

Thanks for your note. I checked our catalog and found that we have that title in stock. It is $10.99. You can either pick it up in the store or we can ship it to you. Would you like us to ship it?

Thanks.

Cheryl

It guessed on a few things (the price, your name) but generated a nice message. This can be quite useful if you aren’t sure of a good way to word something. Try tuning the prompt and seeing how different the responses can be.

Big ML tools can help write email replies

Writing email replies is one of the most common business applications for Big ML in business; either in assisting human writers or generating entire replies automatically.

By feeding in a large corpus of email data, businesses can train models that can generate responses to common questions. This can be a huge time saver for customer support teams, who can quickly generate responses to common questions without having to type out each reply individually.

The series continues here: Complete email replies with OPT-175B