Free Photography for Training AI

I gave chat GPT my song Idea and an inspirational song to go by and this is what it gave me!

🎵 “50 Ways to Train Your AI”

(Parody by Linda Farneth & GPT-5, inspired by Paul Simon)

[Verse 1]
The problem’s all inside your code, she said to me
The answer’s easy if you take it logically
I’d like to help you tweak your model’s memory
There must be fifty ways to train your AI

She said it’s really not my habit to intrude
But every time you prompt, it’s kinda misconstrued
So I’ll repeat myself, in language finely tuned—
There must be fifty ways to train your AI
Fifty ways to train your AI

---

[Chorus]
Just tweak the weight, Kate,
Adjust the tone, Joan,
Feed it new text, Rex,
And let the loss fall free!
Check the seed, Reed,
Refine the loop, Coop,
Just talk nice, Bryce—
And set your data free!

---

[Verse 2]
She said it grieves me so to see you overfit
I wish there was a way to make the model commit
I said I appreciate that, but could you please submit
A list of fifty ways to train your AI?

She said why don’t we start with fine-tune GPT-3
Then prune a layer or two, and set the learning rate to 0.03
And don’t forget alignment— it’s the key
To all those fifty ways to train your AI
Fifty ways to train your AI

---

[Chorus]
Patch the bug, Doug,
Clean your set, Chet,
Write good code, Ode,
And watch the loss decline!
Prompt with care, Claire,
Keep it fair, Blair,
Just iterate, Nate—
And soon it’ll shine!

---

[Bridge]
You can RLHF it,
Or keep your data tight,
But if your labels aren’t aligned,
It won’t respond right!
You can whisper to the model,
All through the night—
There must be fifty ways to train your AI…

---

[Final Chorus – Extended]
Don’t hallucinate, Kate,
Avoid the spam, Sam,
Rate the outputs, Butch,
And ground it in the truth!
Let it learn slow, Joe,
Keep your bias low, Mo,
Just loop and play, Jay—
And it’ll learn from you!