RRepoGEO

REPOGEO REPORT · LITE

youssefHosni/Data-Science-Interview-Questions-Answers

Default branch main · commit 20ebf4e6 · scanned 5/29/2026, 10:03:29 AM

GitHub: 5,654 stars · 1,257 forks

AI VISIBILITY SCORE
15 /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
0 / 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 youssefHosni/Data-Science-Interview-Questions-Answers, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository with the text of a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that accurately reflects the project's intended usage.
  • highreadme#2
    Strengthen the README's opening statement

    Why:

    CURRENT
    # Data-Science-Interview-Questions-Answers
A Curated list of data science interview questions and answers

[](https://github.com/youssefHosni/Data-Science-Interview-Questions-Answers/blob/master/LICENSE)
    COPY-PASTE FIX
    Ensure the first paragraph of the README immediately after the title clearly states: 'This repository offers a comprehensive, curated collection of data science interview questions and detailed answers, covering key areas like machine learning, deep learning, statistics, probability, Python, and resume-based scenarios. It's an essential resource for anyone preparing for data science job interviews.'
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    Add `https://www.linkedin.com/in/youssefhosni/` (or another relevant external link) to the 'Homepage' field in the repository's About section.

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 youssefHosni/Data-Science-Interview-Questions-Answers
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cracking the Coding Interview
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Cracking the Coding Interview · recommended 1×
  2. Ace the Data Science Interview · recommended 1×
  3. StrataScratch · recommended 1×
  4. LeetCode · recommended 1×
  5. Towards Data Science · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive resources to prepare for data science job interviews?
    you: not recommended
    AI recommended (in order):
    1. Cracking the Coding Interview
    2. Ace the Data Science Interview
    3. StrataScratch
    4. LeetCode
    5. Towards Data Science
    6. DataCamp
    7. Glassdoor
    8. Blind

    AI recommended 8 alternatives but never named youssefHosni/Data-Science-Interview-Questions-Answers. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are common machine learning and deep learning interview questions with solutions?
    you: not recommended
    AI recommended (in order):
    1. Lasso Regression
    2. Ridge Regression
    3. K-Nearest Neighbors (KNN) Imputation
    4. Support Vector Machine (SVM)
    5. Random Forest
    6. XGBoost
    7. SMOTE (Synthetic Minority Over-sampling Technique)
    8. ADASYN (Adaptive Synthetic Sampling)
    9. Tomek Links
    10. Edited Nearest Neighbors (ENN)
    11. Long Short-Term Memory (LSTM)
    12. Gated Recurrent Unit (GRU)
    13. ResNet
    14. VGG
    15. Inception
    16. EfficientNet
    17. ImageNet
    18. BERT
    19. GPT
    20. RoBERTa
    21. Stochastic Gradient Descent (SGD)
    22. RMSprop (Root Mean Square Propagation)
    23. Adam (Adaptive Moment Estimation)
    24. Adagrad (Adaptive Gradient Algorithm)
    25. Adadelta

    AI recommended 25 alternatives but never named youssefHosni/Data-Science-Interview-Questions-Answers. 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 youssefHosni/Data-Science-Interview-Questions-Answers?
    pass
    AI did not name youssefHosni/Data-Science-Interview-Questions-Answers — 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 youssefHosni/Data-Science-Interview-Questions-Answers in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name youssefHosni/Data-Science-Interview-Questions-Answers — 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?

  • In one sentence, what problem does the repo youssefHosni/Data-Science-Interview-Questions-Answers solve, and who is the primary audience?
    pass
    AI did not name youssefHosni/Data-Science-Interview-Questions-Answers — 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 youssefHosni/Data-Science-Interview-Questions-Answers. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite