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improve prompt

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2025-11-10 00:21:18 +11:00
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@@ -20,7 +20,7 @@ Please perform the following operations based on the provided Markdown and PDF:
5. **Adjust headings**: Based on the different content within sub-chapters, rename headings with the same name to avoid duplicate headings and ensure a clear outline.
6. **Clean up redundant headings**: If there is no content between adjacent headings of the same level, the headings should be adjusted to conform to standards.
- For example, the following is improper formatting, where there is no content between multiple headings of the same level
- For example, the following format is incorrect, there is no content between multiple peer headings, and there are duplicate heading names.
```
## Convolutional Neural Networks: Weight Sharing with Multiple Filters
@@ -55,8 +55,6 @@ Please perform the following operations based on the provided Markdown and PDF:
This diagram consists of two parts. The left part illustrates how multiple filters (represented by connections of different colors) are applied to an input image, with each filter detecting a different pattern. The right part shows how a single filter (hidden unit / filter response) is convolved over the input to produce a feature map.
## Convolutional Neural Networks
### Weight Sharing and Translation Invariance
#### Translation invariance: