RRepoGEO

REPOGEO REPORT · LITE

tirthajyoti/Data-science-best-resources

Default branch master · commit 1100c9b1 · scanned 6/19/2026, 11:12:38 PM

GitHub: 3,209 stars · 1,008 forks

Scan history for this repo

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.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

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 tirthajyoti/Data-science-best-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.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README's opening to emphasize its curated nature

    Why:

    CURRENT
    # Data Science Collected Resources
A trove of carefully curated resources and links (on the topics of software, platforms, language, techniques, etc.) related to data science, all in one place.
    COPY-PASTE FIX
    # The Ultimate Curated List of Data Science Resources
A comprehensive and carefully curated collection of essential resources, learning paths, and links for aspiring and practicing data scientists, covering software, platforms, languages, and techniques all in one organized place.
  • mediumabout#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/tirthajyoti/Data-science-best-resources
  • mediumabout#3
    Enhance the repository description to highlight its unique value

    Why:

    CURRENT
    Carefully curated resource links for data science in one place
    COPY-PASTE FIX
    A comprehensive and carefully curated collection of the best essential resources, learning paths, and links for data science, all in one organized place.

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.

Recall
0 / 2
0% of queries surface tirthajyoti/Data-science-best-resources
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Coursera
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Coursera · recommended 2×
  2. Awesome Data Science · recommended 1×
  3. DataCamp · recommended 1×
  4. Towards Data Science · recommended 1×
  5. Kaggle Learn · recommended 1×
  • CATEGORY QUERY
    Where can I find a curated list of essential resources for learning data science?
    you: not recommended
    AI recommended (in order):
    1. Awesome Data Science
    2. DataCamp
    3. Towards Data Science
    4. Kaggle Learn
    5. freeCodeCamp
    6. Google's Machine Learning Crash Course
    7. Coursera

    AI recommended 7 alternatives but never named tirthajyoti/Data-science-best-resources. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best learning paths and resources for deep learning and machine learning?
    you: not recommended
    AI recommended (in order):
    1. Coursera
    2. DeepLearning.AI
    3. TensorFlow
    4. fast.ai
    5. PyTorch
    6. Google
    7. Octave
    8. MATLAB
    9. Kaggle
    10. Python
    11. Pandas
    12. Keras
    13. scikit-learn
    14. edX

    AI recommended 14 alternatives but never named tirthajyoti/Data-science-best-resources. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

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 tirthajyoti/Data-science-best-resources?
    pass
    AI did not name tirthajyoti/Data-science-best-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?

  • If a team adopts tirthajyoti/Data-science-best-resources in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tirthajyoti/Data-science-best-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 tirthajyoti/Data-science-best-resources solve, and who is the primary audience?
    pass
    AI did not name tirthajyoti/Data-science-best-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

Drop this badge into the README of tirthajyoti/Data-science-best-resources. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/tirthajyoti/Data-science-best-resources.svg)](https://repogeo.com/en/r/tirthajyoti/Data-science-best-resources)
HTML
<a href="https://repogeo.com/en/r/tirthajyoti/Data-science-best-resources"><img src="https://repogeo.com/badge/tirthajyoti/Data-science-best-resources.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

tirthajyoti/Data-science-best-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