dvgodoy/PyTorchStepByStep

• highreadme#1

  Reposition README's primary purpose statement

  Why:

  CURRENT

  # Deep Learning with PyTorch Step-by-Step
  
  ## New book: "A Hands-On Guide to Fine-Tuning LLMs"
  
  <p align="center">
    
    <br>
    <strong><a href="https://www.amazon.com/dp/B0DV3Y1GMP">Kindle</a> | <a href="https://www.amazon.com/dp/B0DV4H7YW2">Paperback</a> | <a href="https://leanpub.com/finetuning">PDF [Leanpub]<a> | <a href="https://danielgodoy.gumroad.com/l/finetuning">PDF [Gumroad]<a></strong>
  </p>
  
  ## Revised for PyTorch 2.x!
  The revised version addresses changes in PyTorch, Torchvision, HuggingFace, and other libraries. The chapters most affected were Chapter 4 (in Volume II) and Chapter 11 (in Volume III).
  
  Please check the PDFs below containing the changes (check the paragraphs highlighted in red):
  - Changes to Volume I
  - Changes to Volume II
  - Changes to Volume III
  
  [](https://pytorchstepbystep.com)
  
  This is the official repository of my book "**Deep Learning with PyTorch Step-by-Step**". Here you will find **one Jupyter notebook** for every **chapter** in the book.

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  # Deep Learning with PyTorch Step-by-Step
  
  This is the official repository for the book "**Deep Learning with PyTorch Step-by-Step: A Beginner's Guide**". It provides **one Jupyter notebook** for every **chapter** in the book, containing **all the code shown** to help you **reproduce the results** and learn PyTorch effectively.
  
  ## Revised for PyTorch 2.x!
  The revised version addresses changes in PyTorch, Torchvision, HuggingFace, and other libraries. The chapters most affected were Chapter 4 (in Volume II) and Chapter 11 (in Volume III).
  
  Please check the PDFs below containing the changes (check the paragraphs highlighted in red):
  - Changes to Volume I
  - Changes to Volume II
  - Changes to Volume III
  
  ## New book: "A Hands-On Guide to Fine-Tuning LLMs"
  <p align="center">
    <br>
    <strong><a href="https://www.amazon.com/dp/B0DV3Y1GMP">Kindle</a> | <a href="https://www.amazon.com/dp/B0DV4H7YW2">Paperback</a> | <a href="https://leanpub.com/finetuning">PDF [Leanpub]<a> | <a href="https://danielgodoy.gumroad.com/l/finetuning">PDF [Gumroad]<a></strong>
  </p>

  OpenDoneDismiss
• mediumtopics#2

  Add more specific educational and book-related topics

  Why:

  CURRENT

  cnn-pytorch, deep-learning, python, pytorch, pytorch-tutorial, rnn-pytorch

  COPY-PASTE FIX

  Copy

  cnn-pytorch, deep-learning, python, pytorch, pytorch-tutorial, rnn-pytorch, deep-learning-book, pytorch-book, jupyter-notebooks, educational-resource, beginner-friendly

  OpenDoneDismiss
• lowreadme#3

  Add a dedicated section clarifying the target audience and pedagogical approach

  Why:

  COPY-PASTE FIX

  Copy

  ## Who is this repository for?
  This repository is ideal for beginners in deep learning and PyTorch who want a structured, hands-on learning experience. Each chapter's notebook is designed to be followed step-by-step, allowing you to build foundational knowledge and confidence by running and understanding every line of code.

  OpenDoneDismiss

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  How can I learn deep learning concepts with practical PyTorch code examples?

  you: not recommended
  AI recommended (in order):

  1. PyTorch Documentation
  2. Deep Learning with PyTorch
  3. fast.ai Practical Deep Learning for Coders Course
  4. PyTorch Examples (pytorch/examples)
  5. PyTorch Geometric
  6. PyTorch Lightning
  7. Hugging Face Transformers

  AI recommended 7 alternatives but never named dvgodoy/PyTorchStepByStep. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  Where can I find guided tutorials for implementing CNNs and RNNs using PyTorch?

  you: not recommended
  AI recommended (in order):

  1. PyTorch Official Tutorials
  2. Fast.ai
  3. DeepLearning.AI
  4. PyTorch Examples GitHub Repository (pytorch/examples)
  5. Analytics Vidhya
  6. Towards Data Science
  7. Yannic Kilcher

  AI recommended 7 alternatives but never named dvgodoy/PyTorchStepByStep. This is the gap to close.

  Show full AI answer

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of dvgodoy/PyTorchStepByStep?

  pass
  ⚠AI did not name dvgodoy/PyTorchStepByStep — 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 dvgodoy/PyTorchStepByStep in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI named dvgodoy/PyTorchStepByStep 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 dvgodoy/PyTorchStepByStep solve, and who is the primary audience?

  pass
  ⚠AI did not name dvgodoy/PyTorchStepByStep — 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?