Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
【不定期更新】收集整理的一些网站中（如知乎、Quora、Reddit、Stack Exchange等）与深度学习、机器学习、强化学习、数据科学相关的有价值的问题
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| 2026-08-05 | 331 |
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| 2026-08-18 | 331 |
| 2026-09-02 | 332 |
| 2026-09-14 | 332 |
| 2026-09-21 | 332 |
| 2026-09-29 | 332 |
| 2026-11-04 | 332 |
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- [Awesome Deep Learning / Machine Learning / Data Science / Reinforcement Learning Questions](#awesome-deep-learning--machine-learning--data-science--reinforcement-learning-questions)
- [简介 / Introduction](#简介--introduction)
- [问题与答案 / Questions and Answers](#问题与答案--questions-and-answers)
- [论文与科研](#论文与科研)
- [书籍、资源、数据集](#书籍资源数据集)
- [科普向](#科普向)
- [项目](#项目)
- [学习方法](#学习方法)
- [数学与优化](#数学与优化)
- [语言与框架](#语言与框架)
- [经典机器学习](#经典机器学习)
- [神经网络与深度学习](#神经网络与深度学习)
- [计算机视觉](#计算机视觉)
- [自然语言处理](#自然语言处理)
- [强化学习](#强化学习)
- [主动学习](#主动学习)
- [数据科学](#数据科学)
- [推荐系统](#推荐系统)
- [比赛、面试与工作](#比赛面试与工作)
- [行业与产品](#行业与产品)
- [思考与展望](#思考与展望)
- [数据标注](#数据标注)
- [其他应用](#其他应用)
- [未整理](#未整理)
# Awesome Deep Learning / Machine Learning / Data Science / Reinforcement Learning Questions
## 简介 / Introduction
这个仓库收集整理了一些网站中（如知乎、Quora、Reddit、Stack Exchange等）与机器学习、深度学习、强化学习、数据科学等相关的**有价值的问题/答案**（如有启发意义、科普意义、能开阔视野、让人脑洞大开的问题/答案，或者总结整理类的问题/答案）。
> **欢迎各位大佬提供您发现的优秀的问题与答案，集思广益~ 谢谢么么哒~**
## 问题与答案 / Questions and Answers
### 论文与科研
* CVPR 2019 有哪些值得关注的亮点？[zhihu link](https://www.zhihu.com/question/313967271)
* 如何评价谷歌大脑的EfficientNet？[zhihu link](https://www.zhihu.com/question/326833457)
* 如何复现renset-based FCN的准确度（IoU）？[zhihu link](https://www.zhihu.com/question/291057041)
* 深度学习方面的科研工作中的实验代码有什么规范和写作技巧？如何妥善管理实验数据？[zhihu link](https://www.zhihu.com/question/268193800)
* 深度学习科研，如何高效进行代码和实验管理？[zhihu link](https://www.zhihu.com/question/269707221)
* 人工智能从业者应该从哪里去寻找和阅读顶级论文？[zhihu link](https://www.zhihu.com/question/303022763)
* 人工智能领域有哪些重要的学术会议和顶级实验室？[zhihu link](https://www.zhihu.com/question/31617024)
* 深度学习入门必看的书和论文？有哪些必备的技能需学习？[zhihu link](https://www.zhihu.com/question/31785984)
* 如何理解深度学习中的deconvolution networks？[zhihu link](https://www.zhihu.com/question/43609045)
* 如何评价 Kaiming He 最新的 Mask R-CNN?[zhihu link](https://www.zhihu.com/question/57403701)
* 机器学习方面高质量的论文怎么找？[zhihu link](https://www.zhihu.com/question/31555786)
* 机器学习研究者需要能够在多久之内复现出一篇paper?[zhihu link](https://www.zhihu.com/question/275048106)
* 如何解析深度学习 Inception 从 v1 到 v4 的演化？[zhihu link](https://www.zhihu.com/question/66396783)
* 如何评价 MSRA 最新的 Deformable Convolutional Networks？[zhihu link](https://www.zhihu.com/question/57493889)
* 有哪些好看的CNN模型画法？[zhihu link](https://www.zhihu.com/question/62509034)
* 数据挖掘、机器学习领域有哪些知名的期刊或会议？[zhihu link](https://www.zhihu.com/question/38424588)
* 除了 arxiv.org, 机器学习与数据挖掘相关在哪可以阅读比较专业的文献？[zhihu link](https://www.zhihu.com/question/21434140)
* 深度学习目前主要有哪些研究方向?[zhihu link](https://www.zhihu.com/question/23140232)
* 如何理解谷歌团队的机器翻译新作《Attention is all you need》？[zhihu link](https://www.zhihu.com/question/61077555)
* 深度学习有哪些好玩的且易于实现的论文？[zhihu link](https://www.zhihu.com/question/41231774)
* 目前人工智能的主要研究方向都有哪些？[zhihu link](https://www.zhihu.com/question/51419290)
* distributed/stochastic optimization的研究热点在哪？[zhihu link](https://www.zhihu.com/question/32675289)
* 当前人工智能特别是深度学习最前沿的研究方向是什么？[zhihu link](https://www.zhihu.com/question/46485555)
* 请问在现阶段的神经科学和脑科学的研究中，有没有人脑结合AI（人工智能）的方向呢。如果有，进展又怎样呢？[zhihu link](https://www.zhihu.com/question/54424980)
* 请问机器学习生物医学图像处理方向研究前景如何？[zhihu link](https://www.zhihu.com/question/268733733)
* 当前，在图像处理领域，哪个方向比较火？或者比较好做？[zhihu link](https://www.zhihu.com/question/41250817)
* 从事计算机视觉和机器学习的研究，如何获得认知神经科学和脑科学的启发？[zhihu link](https://www.zhihu.com/question/35704088)
* 在 Deep Learning 方向，有哪些论文你认为不可错过？[zhihu link](https://www.zhihu.com/question/41182765)
* 本人现在研一，想水篇论文毕业，请问怎么在机器学习方面水paper？[zhihu link](https://www.zhihu.com/question/30912132)
* 机器学习方面的论文应该在哪找？[zhihu link](https://www.zhihu.com/question/313632967)
* 深度学习论文中的baseline方法如何调参？[zhihu link](https://www.zhihu.com/question/307805005)
### 书籍、资源、数据集
* 网络上深度学习、机器学习的在线课程是否值得学习？[zhihu link](https://www.zhihu.com/question/267126994)
* 有哪些比较好的机器学习，深度学习的网络资源可利用？[zhihu link](https://www.zhihu.com/question/43664024)
* 机器学习书籍选择?[zhihu link](https://www.zhihu.com/question/31091250)
* Excerpt of 17,858 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:b3c615c03bb93328, llm:Repository description and README: collection of valuable questions/answers from sites (Zhihu, Quora, Reddit, Stack Exchange) related to deep learning, machine learning, reinforcement learning, data science; topics include deep-learning, machine-learning, questions-and-answers, faq, interview, etc.
matched fp:b3c615c03bb93328, llm:Repository description and README: collection of valuable questions/answers from sites (Zhihu, Quora, Reddit, Stack Exchange) related to deep learning, machine learning, reinforcement learning, data science; topics include deep-learning, machine-learning, questions-and-answers, faq, interview, etc.