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# Getting started with deep learning
From zero to training your first Transformer — in one read.
## 1. Core concepts
- Perceptrons and activation functions
- Backpropagation and gradient descent
```python
def relu(x):
  return max(0, x)
Inline math like $e = mc^2$ renders fine too.
Zhihu preview
Getting started with deep learning
From zero to training your first Transformer — in one read.
1. Core concepts
Perceptrons and activation functions
Backpropagation and gradient descent
def relu(x):
  return max(0, x)
Inline math like e = mc² renders fine too.
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Side by side

SnapVee vs. the formatting tools you already tried

How a Markdown editor that sits at the end of your content pipeline compares with a WeChat Markdown themer (Mdnice), a drag-and-drop template editor (XIUMI) and an X thread tool (Typefully).

What mattersSnapVeeMdniceXIUMITypefully
Getting startedOpen the page and write — preview and copy work without an accountOpen the editor and paste MarkdownPick a template and edit in the visual canvasSign in, then draft the thread
Platforms from one draftWeChat, Zhihu, Xiaohongshu and X — switch the target, keep the sourceWeChat first, other platforms by copy-pasteWeChat and Xiaohongshu style image-text layoutsX threads only
Where the draft comes fromSubtitles, summaries and breakdowns made in the same account flow straight inYou bring your own MarkdownYou write inside the editorYou write inside the editor
Code and formulasSyntax highlighting plus LaTeX rendered to images before copyingStrong Markdown code and formula supportBuilt for visual layouts, not code-heavy postsPlain text threads
Covers and imagesAI background plus overlaid text, cropped to each platform's ratio; images uploaded for youBring your own images and coverLarge template and material libraryAttach your own media
After formattingCopy into the platform editor, or go back for more source materialCopy into the WeChat editorSync into the WeChat editorSchedule and track the thread

Compared against each product's publicly observable behaviour, checked August 2026. If you want drag-and-drop template layouts, XIUMI is the better fit; for scheduling and analytics on X, Typefully remains the natural pick.

People who write on Zhihu save this time

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