everyone wants to be an AI engineer.

here's why so few actually are:
math
👇
python
👇
data
👇
ML fundamentals
👇
deep learning
👇
PyTorch
👇
NLP
👇
computer vision
👇
LLMs
👇
prompt engineering
👇
fine-tuning
👇
vector databases
👇
embeddings
👇
RAG
👇
agents
👇
eval
👇
deployment
👇
Docker
👇
cloud
👇
scaling
👇
monitoring
that's not a roadmap.
that's a filter.
most people quit somewhere around deep learning.
the ones who didn't are building the products everyone else is using right now.
the bar is high on purpose.
that's why it's still worth clearing.