REPOGEO REPORT · LITE
memoakten/ai-resources
Default branch master · commit 99ced955 · scanned 6/9/2026, 10:03:16 PM
GitHub: 624 stars · 98 forks
Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface memoakten/ai-resources, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXartificial-intelligence, machine-learning, deep-learning, reinforcement-learning, statistical-inference, learning-resources, curated-list, education
- highreadme#2Reposition the README's opening sentence to clarify the repo's nature
Why:
CURRENTThis is a very incomplete and subjective selection of resources to learn about the algorithms and maths of Artificial Intelligence (AI) / Machine Learning (ML) / Statistical Inference (SI) / Deep Learning (DL) / Reinforcement Learning (RL).
COPY-PASTE FIXThis repository is a curated and subjective list of resources for learning Artificial Intelligence (AI), Machine Learning (ML), Statistical Inference (SI), Deep Learning (DL), and Reinforcement Learning (RL). It aims to guide beginners to advanced levels through materials I have personally completed.
- mediumhomepage#3Add the Medium article as the repository homepage
Why:
COPY-PASTE FIXhttps://medium.com/@memoakten/selection-of-resources-to-learn-artificial-intelligence-machine-learning-statistical-inference-23bc56ba655
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- Coursera · recommended 1×
- DeepLearning.AI's Deep Learning Specialization · recommended 1×
- Google IT Automation with Python Professional Certificate · recommended 1×
- IBM AI Engineering Professional Certificate · recommended 1×
- Stanford University's Machine Learning Specialization · recommended 1×
- CATEGORY QUERYWhere can I find a curated learning path for artificial intelligence and machine learning?you: not recommendedAI recommended (in order):
- Coursera
- DeepLearning.AI's Deep Learning Specialization
- Google IT Automation with Python Professional Certificate
- IBM AI Engineering Professional Certificate
- Stanford University's Machine Learning Specialization
- fast.ai's Practical Deep Learning for Coders
- edX
- MITx's MicroMasters Program in Statistics and Data Science
- ColumbiaX's Artificial Intelligence MicroMasters Program
- Google's Machine Learning Crash Course
- Kaggle Learn
- Udacity
- AI Engineer Nanodegree
- Machine Learning Engineer Nanodegree
- Deep Learning Nanodegree
- DataCamp
AI recommended 16 alternatives but never named memoakten/ai-resources. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are good resources to learn deep learning and understand research papers?you: not recommendedAI recommended (in order):
- Deep Learning Specialization by Andrew Ng
- Deep Learning
- fast.ai Practical Deep Learning for Coders
- Dive into Deep Learning
- Stanford CS231n: Convolutional Neural Networks for Visual Recognition
- Stanford CS224n: Natural Language Processing with Deep Learning
- ArXiv Sanity Preserver by Andrej Karpathy
AI recommended 7 alternatives but never named memoakten/ai-resources. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of memoakten/ai-resources?passAI named memoakten/ai-resources explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts memoakten/ai-resources in production, what risks or prerequisites should they evaluate first?passAI named memoakten/ai-resources explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo memoakten/ai-resources solve, and who is the primary audience?passAI did not name memoakten/ai-resources — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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memoakten/ai-resources — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite