Visibility winner
AMAI-GmbH/AI-Expert-Roadmap
31.2K stars
Use this as the long-horizon mindshare read, not as the final answer.
Freshness winner
AMAI-GmbH/AI-Expert-Roadmap
Momentum not captured in this snapshot
Last commit Sep 12, 2025
Adoption winner
TheAlgorithms/Jupyter
3.1M/week
pypi package signal
Data completeness
Comparison confidence
1/2 package links
0/2 repos have weekly momentum in the current snapshot.
Compare up to four repositories with comma-separated owner/repo names. GitStar keeps missing package or momentum data explicit instead of flattening it into a false zero.
AMAI-GmbH/AI-Expert-Roadmap currently leads on long-horizon mindshare with the strongest star base in this comparison. TheAlgorithms/Jupyter has the strongest linked package footprint in this group.
GitStar keeps cross-repository gaps visible. Missing package mappings or partial momentum data lower confidence, but they do not stop the page from showing a directional read.
AMAI-GmbH/AI-Expert-Roadmap currently leads on long-horizon mindshare with the strongest star base in this comparison.
Stars are strongest at showing durable visibility, not direct production fit.
AMAI-GmbH/AI-Expert-Roadmap has the strongest current movement signal in this set.
Recent movement is missing from the current cache, so freshness falls back to commit recency.
TheAlgorithms/Jupyter has the strongest linked package footprint in this group.
pypi usage is a better production proxy than stars when it exists.
This comparison lives in the same learning lane, so package usage and repo detail should carry more weight than raw stars alone.
Shared category overlap makes the comparison more decision-useful than a random popularity matchup.
The repository contains script and notebook related to Statistics, Machine learning, Neural network, Deep learning, NLP, Numerical methods, and Automation.
Roadmap to becoming an Artificial Intelligence Expert in 2022