The Science of Prompt Engineering with ChatGPT, Part 1

5/9/23

Nerd Stuff - How ChatGPT (or Anything Like it) Works in Multiple Stages

1. There’s a problem that is defined

• The NLP gets a specific task, the NLP must solve that task with a bunch of simple and complex steps in multiple stages

1. It collects data
2. You must clean and process the data

• Moving irrelevant characters
• Misspelled words

1. Split the data

• Divide the data set into things ChatGPT can explain

1. Choose a model architect
2. Initialize the model

• Create instances 

1. Embed the layer
2. Configure the model
3. Loss function
4. Train the model
5. Forward pass
6. Calculate loss

• Compare the models predictions

1. Backwards pass
2. Update weights
3. Monitor validation performance
4. Early stopping and check pointing
5. Fine tuning
6. Evaluate the model
7. Hyper parameter tuning
8. Deploy the model

Triggers

• Emotionally monitor how you’re triggered X 100 = how far you are away from wealth
• 96% of people are emotionally triggered every day

The Future as Antonio Sees It

• In 10 years, the world is going to have a major financial crisis, unlike we’ve never seen before; it’s also going to be the fall of education
• AI is going to give parents more confidence to homeschool their children
• Working parents are going to continue to put their kids in school only because they have to go to work and need a babysitter
• Colleges and universities are getting ready to be gone
• Jobs are getting ready to have a major crisis
• Healthcare is going to get hit the worst
• Doctors and nurses are about to be replaced
• Insurance is going to take a major hit

How to Win

• Master prompt engineering now
• Don’t think about prompt engineering as trying to get a job; think of it as internet 1997
• AI is getting ready to go into every single thing
• If you think you’re safe, you’re not
• It’s going to be about if you can run circles around people with the prompts and if you’ve learned how to turn it into income
• The only job you have after making money is finding a way to make more money easier

Closing Thoughts

• AI is here
• This is the reason to get behind the plow that’s going to take your job
• Learn to stay in control of the system
• Think like the person that’s been marginalized their whole life; they don’t see you coming
• If you want to win in this new world, learn what’s supposed to put you out of a job
• It puts you in investment opportunities 
• You can’t be sick and help sick people

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