RRepoGEO

REPOGEO REPORT · LITE

BBuf/how-to-learn-deep-learning-framework

Default branch main · commit 16d1e0cc · scanned 6/18/2026, 11:02:39 PM

GitHub: 500 stars · 30 forks

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 BBuf/how-to-learn-deep-learning-framework, 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
  • highabout#1
    Refine the repository description to emphasize "internals" and "learning notes"

    Why:

    CURRENT
    how to learn PyTorch and OneFlow
    COPY-PASTE FIX
    Learning notes and resources for understanding the internals of deep learning frameworks like PyTorch and OneFlow.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    deep-learning-internals, pytorch-internals, oneflow-internals, ml-systems, framework-architecture, autograd, cuda-optimization, performance-tuning, learning-resources
  • mediumhomepage#3
    Set the repository itself as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/BBuf/how-to-learn-deep-learning-framework

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 BBuf/how-to-learn-deep-learning-framework
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
tensorflow/tensorflow
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. tensorflow/tensorflow · recommended 2×
  2. pytorch/pytorch · recommended 2×
  3. google/jax · recommended 1×
  4. Google Scholar · recommended 1×
  5. NeurIPS · recommended 1×
  • CATEGORY QUERY
    Where can I find resources to understand deep learning framework internals deeply?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow (tensorflow/tensorflow)
    2. PyTorch (pytorch/pytorch)
    3. JAX (google/jax)
    4. Google Scholar
    5. NeurIPS
    6. ICML
    7. PyTorch DevCon
    8. Google AI Blog
    9. PyTorch Blog
    10. Stanford CS329S
    11. CMU 15-819

    AI recommended 11 alternatives but never named BBuf/how-to-learn-deep-learning-framework. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to learn deep learning system engineering for performance optimization and operator development?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Deep Learning Institute (DLI)
    2. NVIDIA Nsight Systems
    3. NVIDIA Nsight Compute
    4. NVIDIA TensorRT
    5. Apache TVM (apache/tvm)
    6. Intel's OpenVINO Toolkit (openvinotoolkit/openvino)
    7. PyTorch (pytorch/pytorch)
    8. TensorFlow (tensorflow/tensorflow)
    9. XLA
    10. CUDA
    11. Deep Learning Systems: Algorithms, Compilers, and Hardware for AI

    AI recommended 11 alternatives but never named BBuf/how-to-learn-deep-learning-framework. 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 BBuf/how-to-learn-deep-learning-framework?
    pass
    AI did not name BBuf/how-to-learn-deep-learning-framework — 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 BBuf/how-to-learn-deep-learning-framework in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BBuf/how-to-learn-deep-learning-framework 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 BBuf/how-to-learn-deep-learning-framework solve, and who is the primary audience?
    pass
    AI did not name BBuf/how-to-learn-deep-learning-framework — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite