DorsaRoh/Machine-Learning

• highreadme#1

  Refine the README's opening sentence to highlight educational purpose and first principles

  原因：

  当前

  Implementations of ML, using only numpy.

  复制粘贴的修复

  复制

  A comprehensive collection of machine learning algorithms implemented from scratch using only NumPy, designed for educational purposes to deepen understanding of first principles.

  待办完成忽略
• hightopics#2

  Add more specific topics to improve categorization

  原因：

  当前

  machine-learning

  复制粘贴的修复

  复制

  machine-learning, deep-learning, neural-networks, from-scratch, numpy-implementations, educational-resource, first-principles

  待办完成忽略
• mediumhomepage#3

  Add a homepage URL to the repository's About section

  原因：

  复制粘贴的修复

  复制

  Add a relevant URL (e.g., a personal website, a blog post explaining the project, or a dedicated project page) to the repository's homepage field in the 'About' section.

  待办完成忽略

本次扫描解析到的品类 GEO 通道：google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• 品类问题

  Where can I find examples of neural networks built using only numpy for educational purposes?

  你：未被推荐
  AI 推荐顺序：

  1. Neural Networks and Deep Learning by Michael Nielsen
  2. Stanford CS231n: Convolutional Neural Networks for Visual Recognition
  3. Machine Learning from Scratch by Sebastian Raschka
  4. Deep Learning from Scratch: Building with Python from First Principles by Seth Weidman
  5. Towards Data Science

  AI 推荐了 5 个替代方案，却始终没点名 DorsaRoh/Machine-Learning。这就是要补上的差距。

  查看 AI 完整回答
• 品类问题

  How to implement machine learning algorithms from first principles to deepen understanding?

  你：未被推荐
  AI 推荐顺序：

  1. NumPy (numpy/numpy)
  2. Matplotlib (matplotlib/matplotlib)
  3. SciPy (scipy/scipy)
  4. Pandas (pandas-dev/pandas)
  5. Jupyter Notebooks (jupyter/notebook)
  6. JupyterLab (jupyterlab/jupyterlab)
  7. Google Colaboratory (Colab)
  8. TensorFlow (tensorflow/tensorflow)
  9. PyTorch (pytorch/pytorch)

  AI 推荐了 9 个替代方案，却始终没点名 DorsaRoh/Machine-Learning。这就是要补上的差距。

  查看 AI 完整回答

• Metadata completeness

  warn

  建议：

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of DorsaRoh/Machine-Learning?

  pass
  ⚠AI 未点名 DorsaRoh/Machine-Learning —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• If a team adopts DorsaRoh/Machine-Learning in production, what risks or prerequisites should they evaluate first?

  pass
  ⚠AI 未点名 DorsaRoh/Machine-Learning —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？

• In one sentence, what problem does the repo DorsaRoh/Machine-Learning solve, and who is the primary audience?

  pass
  ⚠AI 未点名 DorsaRoh/Machine-Learning —— 很可能在说另一个项目

  AI 的回答可能信誓旦旦却是错的。请按事实核对：技术栈、目标人群、差异化点是不是和你实际的对得上？