RRepoGEO

REPOGEO REPORT · LITE

amusi/PyTorch-From-Zero-To-One

Default branch master · commit 0b5cec82 · scanned 6/2/2026, 1:22:48 PM

GitHub: 883 stars · 221 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 amusi/PyTorch-From-Zero-To-One, 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:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root. If the project is intended to be open source, choose a standard SPDX license like MIT or Apache-2.0 and add its text. If it's for educational use only, explicitly state the terms of use.
  • highreadme#2
    Add a concise English summary to the README's opening

    Why:

    CURRENT
    The current README starts with the H1 title and Chinese subtitle, followed by notes and resource lists.
    COPY-PASTE FIX
    Insert the following text immediately after the main title/subtitle in the README: "This repository provides a comprehensive, 'from zero to one' learning path for PyTorch, including beginner guides, online tutorials, video recommendations, and book lists. It's designed for anyone looking to master PyTorch from the ground up."
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, a dedicated documentation page, or even the GitHub repo URL itself if no other site exists) 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 amusi/PyTorch-From-Zero-To-One
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
fastai/fastai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. fastai/fastai · recommended 2×
  2. pytorch/pytorch · recommended 2×
  3. PyTorch · recommended 1×
  4. Deep Learning with PyTorch · recommended 1×
  5. PyTorch for Deep Learning & Machine Learning · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive resources to learn deep learning with PyTorch from scratch?
    you: not recommended
    AI recommended (in order):
    1. PyTorch
    2. Deep Learning with PyTorch
    3. fastai (fastai/fastai)
    4. PyTorch for Deep Learning & Machine Learning
    5. Deep Learning with PyTorch: A 60 Minute Blitz
    6. PyTorch Geometric (pyg-team/pytorch_geometric)
    7. Hugging Face Transformers (huggingface/transformers)

    AI recommended 7 alternatives but never named amusi/PyTorch-From-Zero-To-One. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking highly-rated online tutorials and guides for learning deep learning with PyTorch.
    you: not recommended
    AI recommended (in order):
    1. PyTorch Documentation (pytorch/pytorch)
    2. Fast.ai (fastai/fastai)
    3. Deep Learning with PyTorch: A 60 Minute Blitz (pytorch/pytorch)
    4. freeCodeCamp.org (freeCodeCamp/freeCodeCamp)
    5. Udemy
    6. Deep Learning with PyTorch (Manning Publications) (deep-learning-with-pytorch/dpwt-v2)

    AI recommended 6 alternatives but never named amusi/PyTorch-From-Zero-To-One. 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 amusi/PyTorch-From-Zero-To-One?
    pass
    AI named amusi/PyTorch-From-Zero-To-One explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts amusi/PyTorch-From-Zero-To-One in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name amusi/PyTorch-From-Zero-To-One — 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 amusi/PyTorch-From-Zero-To-One solve, and who is the primary audience?
    pass
    AI did not name amusi/PyTorch-From-Zero-To-One — 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?

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  • Brand-free category queries5 vs 2 in Lite
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