[UPDATE] Update LHY's ML Course Links (#728)

* Update Li Hongyi's machine learning to the latest version

* FIX: Update LHY.md, delete "1" and unified with the english version

Author: Riyasushin

docs/深度学习/LHY.en.md

@@ -14,9 +14,11 @@ Although labeled as a machine learning course, the breadth of topics covered is
 
 Don't be overly concerned about the difficulty of the assignments. All assignments come with example code from teaching assistants, guiding students through data processing, model building, and more. Students are required to make modifications based on the provided code. This presents an excellent opportunity to learn from high-quality code, and the assignments serve as valuable resources for those looking to breeze through course projects.
 
+The 2025 version of the course has undergone a reform of the course content, focusing more on RAG, AI Agent, LLM all sorts of fancier content; it differs greatly from the 2023 version and previous versions
+
 ## Course Resources
 
-- Course Websites：<https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php>
-- Course Videos：<https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php>
+- Course Websites：[Spring2023](https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php), [Spring2025](https://speech.ee.ntu.edu.tw/~hylee/ml/2025-spring.php)
+- Course Videos：[Spring2023](https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php), [Spring2025](https://speech.ee.ntu.edu.tw/~hylee/ml/2025-spring.php)
 - Course Textbook: N/A
-- Course Assignments：<https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php>, 15 labs covering a wide range of deep learning domains
+- Course Assignments：[Spring2023](https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php)(15 labs covering a wide range of deep learning domains), [Spring2025](https://speech.ee.ntu.edu.tw/~hylee/ml/2025-spring.php) (focus on  LLM related work like AI Agent)

docs/深度学习/LHY.md

@@ -15,9 +15,11 @@ RL、Compression、Life-Long Learning 以及 Meta Learning。可谓是包罗万
 
 大家也大可不必担心作业的难度，因为所有作业都会提供助教的示例代码，帮你完成数据处理、模型搭建等，你只需要在其基础上进行适量的修改即可。这也是一个学习别人优质代码的极好机会，大家需要水课程大作业的话，这里也是一个不错的资料来源。
 
+2025年版课程的课程内容发生改革，更加侧重于RAG、AI Agent、LLM种种更fasion的内容；与2023版及之前版本差异极大
+
 ## 课程资源
 
-- 课程网站：<https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php>
-- 课程视频：<https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php>，每节课的链接参见课程网站
+- 课程网站：[Spring2023](https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php), [Spring2025](https://speech.ee.ntu.edu.tw/~hylee/ml/2025-spring.php)
+- 课程视频：[Spring2023](https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php), [Spring2025](https://speech.ee.ntu.edu.tw/~hylee/ml/2025-spring.php)，每节课的链接参见课程网站
 - 课程教材：无
-- 课程作业：<https://speech.ee.ntu.edu.tw/~hylee/ml/2022-spring.php>，15 个 lab，几乎覆盖了主流深度学习的所有领域
+- 课程作业：[Spring2023](https://speech.ee.ntu.edu.tw/~hylee/ml/2023-spring.php) (5 个 lab，几乎覆盖了主流深度学习的所有领域；部分作业colab上可能无法打开，这时候可以参考弘毅老师的github), [Spring2025](https://speech.ee.ntu.edu.tw/~hylee/ml/2025-spring.php) (主要关注 AI Agent 等 LLM 相关领域)