AI Researcher
Push the frontier: strong math, deep learning theory, reading papers and reproducing results.
✦ Guide me on this path with AIRoadmap progress
0% 0 of 6 steps done
How to read the signals
Importance High Market demand Medium Automation risk Low
- 1
Math foundations
Linear algebra, calculus, probability, optimization.
Importance High Market demand Medium Automation risk Low - 2
ML theory
Why models generalize; bias/variance, regularization.
Importance High Market demand Medium Automation risk Low - 3
Deep learning depth
Architectures, training dynamics, from scratch in PyTorch.
Importance High Market demand High Automation risk Low - 4
Reading papers
Keep up with arXiv; learn to read critically and fast.
Importance High Market demand Medium Automation risk Low - 5
Reproduce & experiment
Re-implement papers; rigorous, honest experiments.
Importance High Market demand Medium Automation risk Low - 6
Write & publish
Communicate findings clearly; contribute back.
Importance Medium Market demand Medium Automation risk Low