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AI医疗Github精选资源全解析(放心观看&收藏)

AI医疗Github精选资源全解析(放心观看&收藏)

大家好,我是吃瓜群众。

除了少数的科班研究员之外,大部分对AI医疗感兴趣的吃瓜小伙伴,都是从零到一,一步一步学习过来的,我也是其中之一。

前期我比较关注大厂和创业企业的切入点和商业模式,但是我自己也想找一些精选医疗 AI 优质资源合集,涵盖论文、数据集、预训练模型、代码实现、教程、课程、书籍及竞赛,系统了解一下。

这个时候就逃不掉GitHub上的优质内容分享平台,但是说实话,我看的有点眼花缭乱,普通人看起来还是有点门槛,虽然有个awesome list(2014 年,程序员 Sindre Sorhus 把这些散落的清单汇总成一个总目录(元列表),起名sindresorhus/awesome。这下找资源变得超方便,瞬间火遍 GitHub

但是你能看地出,以下几个仓库的区别嘛:

fabianofilho/awesome-medical-ai、medtorch/awesome-healthcare-ai、brandonhimpfen/awesome-ai-healthcare

github awesome list

如果只看这几个仓库,你就会错过以下这个宝藏:

这是我看过最好的Healthcare Agents综合性框架,在这个仓库中里面涵盖了Healthcare Agent非常全面的论文,包含了面向医生、患者、药物发现与研发、医疗管理与工作流、数据集和基准测试等资源而且这个资源目前只有919个⭐,并不是

算影响很大的)

所以我不准备再写这样类似的一个帖子
因为我觉得仅仅一份是不够的哈哈哈,经过一周的学习和筛选,我发现大这几个项目还挺有意思的,可以逛逛:
1. Awesome-AI4Med 2.8K⭐
这个就是上面那个帖子提到的项目,主要是包含了这些模型本身,对应的数据集和基准测试

系统地整理医疗人工智能 (AI4Med) 领域的研究资源,涵盖🧠 医学线性模型 (LLM)、🩺 医学多线性模型 (MLLM)、📚 数据集和📊 基准测试

https://github.com/FreedomIntelligence/Awesome-AI4Med
2. AI-in-Health/MedLLMsPracticalGuide 2k⭐
从零开始的预备训练、微调、数据库、预训练、临床编码等,实操性非常的强。

医学大型语言模型(Medical LLM)实用指南资源列表

医学大型语言模型(Medical LLM)实用指南资源列表
3. Awesome AI Agents for Healthcare  919⭐
这个项目其实只有论文,而且只关注AI Agents,但分类比较好,也比较全面,更新也比较及时,已经更新到2026年4月

收录了一系列与利用智能体人工智能/AI智能体在医疗保健领域中的应用相关的研究论文、项目和资源

github.com/AgenticHealthAI/Awesome-AI-Agents-for-Healthcare#star-history
4. Jianing-Qiu/Awesome-Healthcare-Foundation-Models 512⭐
是一个帝国理工大学的博士建立的项目,包含了人工智能模型的列表

精选医疗保健领域优秀大型人工智能模型(LAM,或称基础模型)列表,包含大型语言模型(LLM)、大型视觉模型(LVM)、大型音频模型和大型多模态模型(LMM)

https://github.com/Jianing-Qiu/Awesome-Healthcare-Foundation-Models
5. medtorch/Awesome  Healthcare AI 322⭐
这个项目的最特殊之处是:他是分科室、分医疗任务的。比如区分了麻醉医学、心血管健康、皮肤病学、老年学,也有按照语义分割、脑电图、医学诊断、疾病预测等。坏处是,这个项目更新频率不高,最近一次是去年底,倒数第二次是6年前

一份精心挑选的优质开源医疗工具、机器学习算法、数据集及研究论文清单

https://github.com/medtorch/awesome-healthcare-ai
6. Chinese medical dataset 279⭐
如果你想做一个中文版的问答数据集,可以看看这个,挺全面的,但是必须得说,这个项目已经2年没更新了

中文医学数据集详细整理

github.com/Mengqi97/chinese-medical-dataset
7.brandonhimpfen/超棒的人工智能医疗保健  7⭐
这份项目里更重要的是包含了一些课程资源,比如 Coursera:AI for Medicine;MIT OpenCourseWare:AI in Healthcare等等,还有一些社区和论坛的资源。

一份精选的医疗保健人工智能工具、框架、应用程序、数据集和资源列表。该列表涵盖医学影像、诊断、患者管理、药物研发等领域

https://github.com/brandonhimpfen/awesome-ai-healthcare
8. fabianofilho/awesome-medical-ai 2⭐
可能大家都是高手吧,这个项目里包含了更多偏实操层面的东西,包括了竞赛、比赛、会议信息和一些可以动手的实践项目。

文献、数据集、竞赛&比赛、模型、工具和动手实践

https://github.com/fabianofilho/awesome-medical-ai
最后,我想说,我的标题确实有点“标题党”,研究的步伐是在不断进步的,资源也是在不断变化的,很难用“全”来定义,只能说尽可能全面。
一方面,需要做一个更新的资源库,另一方面,还是要阅读后消化,呈现亮点,在这方面我还有进步的空间,希望后面能够带来更多有价值的内容。
如果你觉得我的内容有帮助,欢迎关注,点赞,转发!
我是吃瓜群众,关注我,只吃AI医疗前沿的瓜。
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  1. CONNECT:[ UseTime:0.000555s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000779s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000337s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000278s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000497s ]
  6. SELECT * FROM `set` [ RunTime:0.000196s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000559s ]
  8. SELECT * FROM `article` WHERE `id` = 593030 LIMIT 1 [ RunTime:0.000562s ]
  9. UPDATE `article` SET `lasttime` = 1778907771 WHERE `id` = 593030 [ RunTime:0.006130s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.001433s ]
  11. SELECT * FROM `article` WHERE `id` < 593030 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000600s ]
  12. SELECT * FROM `article` WHERE `id` > 593030 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000380s ]
  13. SELECT * FROM `article` WHERE `id` < 593030 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.000881s ]
  14. SELECT * FROM `article` WHERE `id` < 593030 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.002870s ]
  15. SELECT * FROM `article` WHERE `id` < 593030 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.002252s ]
0.093843s