add lecture 3 mmd2

Author: hosamelsafty

teaching/mmdii26/index.md

@@ -31,12 +31,13 @@ This course, offered as part of the *Master's Program in Human Centered Intellig
 | Lecture 11 | 23.7.2026 | Information Extraction and Practical Applications                                    |
 
 
-## Lecure Notes
+## Lecture Notes
 - Lecture 01: [ZIP Download](https://github.com/AppliedMachineLearning-Lab/mining_media_data_II_SS26/raw/refs/heads/main/MMD_II_SS26_Lecture_01_CourseIntro.zip)
 - Lecture 02: [ZIP Download](https://github.com/AppliedMachineLearning-Lab/mining_media_data_II_SS26/raw/refs/heads/main/MMD_II_SS26_Lecture_02_CED.zip)
+- Lecture 03: [ZIP Download](https://github.com/AppliedMachineLearning-Lab/mining_media_data_II_SS26/raw/refs/heads/main/MMD_II_SS26_Lecture_03.zip)
 
 
 
 ## Lecturers
 
-- [Rafet Sifa](/rafetsifa/)
+- [Rafet Sifa](/rafetsifa/)