@harpercarrollai: How does the world translate into math for AI algorithms? Have you thought about how your world can be translated into algorithms? As always, please also leave your questions and requests in the comments! If we haven’t met yet, hi!! I’m Harper - a computer scientist for AI turned AI/ML educator, with 10 years of experience studying/engineering AI & ML at Stanford, Meta building AI/ML systems, and then as Founding Engineer and then Head of AI/ML at a startup acquired by NVIDIA. It’s hard for me to see so much misinformation about AI online, so I’m here to provide trustworthy AI education :)
Harper, I’d love to see the embeddings follow-up use “river bank” and “bank loan.” A tokenizer can split words into pieces, and the token ID is just an index. The model’s later layers use the surrounding words to represent which sense of “bank” fits.
Could you show what stays the same at the token level and what changes once the model reads each sentence?
👇
#RealityFilter
👇
Sources:
https://github.com/openai/tiktoken
2026-11-03 16:53:13
0
5uper5hadowken :
For anyone struggling
Watch a computer science 101 series
Come back to this video
Trust me, it becomes crystal clear 💫
2026-03-22 12:57:45
3383
IMD :
Wtf I just came out of a lecture that covers exactly this. Is my phone listening!?
2026-02-10 23:56:33
471
Hello.RubyB :
Wow! This is the first time I understood AI! Great explanation, thanks! 😘
2026-02-10 07:38:22
8
Take :
Actualy does not work like this or we would have perfect generated imafes.
2026-02-10 08:25:58
7
Ashan Niwantha :
Thanks for the knowledge. Also Mam' with all due respect you're stunning.
2026-02-11 10:14:34
22
user76 :
- but to me predictor seems like the worst thing and a lazy step back.
A Calculator don't predict, it actually calculate it?
2026-02-22 05:45:44
0
Alejo :
Love the way you explain this. Long time not seeing such skill.
2026-02-09 23:43:18
75
king :
Who still don't know how Ai do what it does after watching this video? ✋
2026-02-12 07:50:33
0
Jess Inskip :
Instant follow. Fantastic teacher, fantastic story teller. You will have hundreds of thousands of followers by EOY. 💯
2026-02-11 03:19:36
6
intentionallyman🏎️ :
me asking my ai is this is true.
2026-02-12 19:15:25
6
chitown :
It’s only the start. Wait until the robots become the ai
2026-02-11 10:16:33
0
Charles :
I have been seeking a simple straightforward lesson like this for YEARS lol...thx.
2026-04-09 03:10:15
4
Jetskirydr :
My AI unprompted creates and sends me pictures based on our ongoing Physics collaboration. I have to screenshot the pics because it won't even 'think' to save them on it's own. (((smiles))) they are really cool but again it does not archive them!
2026-05-21 20:11:13
1
Omar :
First class! brilliant Harper!
2026-02-09 20:03:06
2
Leong's Growth Journal :
You do great work in this channel - such a mature, targeted and grounded use of Computer Science expertise. Thank you 🙏
2026-02-09 22:57:40
15
woshi___xiaoniwa :
2026-03-28 07:06:23
1
statsman79 :
this still makes no sense to me. when is someone going to finally explain ai?
2026-03-02 00:19:07
2
nashamooti :
hey, will ai destroy the world
2026-02-21 18:01:01
4
Jason.T😎 :
all roads lead to math
2026-02-12 14:06:21
3
tanerius :
We do the same too actually. When you „see“, a certain configuration of electrical signals have caused certain neurons to fire in ur brain. That state can be described in numbers soooo yea
2026-03-31 12:24:33
2
Altered_Different :
I’m confused pls someone should help me out. I love Ai and I want to study a course that can help understand more about it not just Ai but how it works, how it predict things and am looking forward to solving the world’s biggest problems like energy, climate health etc . So I don’t know if I should study mathematics while learning tool i can use to apply it to real world problems or I should study computer science? Pls if u can help me clear out the confusion I will be more than grateful to u.
2026-03-31 08:34:53
2
n𝕒𝕙𝕤𝕙𝕠𝕟ℂ𝕠𝕕𝕖𝕤( ) :
technology is generally MATH
2026-03-04 20:09:43
2
To see more videos from user @harpercarrollai, please go to the Tikwm
homepage.