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site iconSpencer Woo

substats作者,北京理工大学博士研究生。
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Hooks in PyTorch 🪝

2024-09-30 08:00:00

To quote myself in a most recently yet-to-be-published paper:

💪 The ability of deep neural networks (DNNs) come from extracting and interpreting features from the data provided.

What we call, deep features, are the abstract, latent representations that are naturally derived from the training data fed into the DNN. They reflect a consistent activation or response of a layer/node within the model hierarchy to an input.

![](../images/hooks-in-pytorch/feature-maps.png)
The features from within a pretrained VGG-11 (top) and ResNet-18 (bottom) on layers of different depths visualized.

Spencer's Changelog for 2022 🥫

2023-01-08 08:00:00

It has been a while since my last update. And to be fair, 2022 was a very boring and event-less year for me. Strictlockdowns and quarantines in mainland China made it impossible to do anything and be anywhere. I spent maybe 6 to 8month of the 12 months in 2022 basically stuck at home. So, yeah, what a f*cked up year.

I got tired of open-source 🥲

2022-05-25 08:00:00

Yep, that’s the title

There’s no click-bait. Though I’m at home working remotely, meaning that I have a ton of time to spare, I - at times - feel extremely overwhelmed by the notifications on GitHub. I fear of opening up the notifications tab, and I cannot withstand reading all the issues and PRs that are just collecting dust.

Revisiting blogging with Notion in 2022 🛸

2022-01-08 08:00:00

Hey again. It has been a year since I last talked about building a blog with Notion. A lot has changed since my last update, both for me and for Notion. This article that you are reading, though, is still Notion-powered and Next.js rendered. However, I've changed quite a few things over this iteration of my blog update. Let's dive right in.

Last day of quarantine 💊

2021-04-11 08:00:00

!!! success "🛸 我免费啦" (^^ゞ 从 4 月 1 号开始的十天自我隔离终于结束啦!

不知道大家有没有发现,不过我确实 人在英国,刚下飞机。今天是我十天隔离的最后一天,明天我就正式可以出门耍咯。这毕竟是我第一次进入一个崭新的国家,所以来跟大家谈谈我这几天的感受。