disc 11 walkthrough

_modules/week-12.md

@@ -8,7 +8,7 @@ Nov 12
     : [Note 22](https://ds100.org/course-notes/logistic_regression_1/logistic_reg_1.html)
 : **Lecture Participation 22**{: .label .label-survey} [Lecture Participation 22](https://app.sli.do/event/2puuwxqySPeoQTWmN82UZS/embed/polls/ba21ce06-d4aa-4c46-a271-8a1e351f1092){:target="_blank"}
 : **Discussion 11**{: .label .label-disc } [SQL](https://drive.google.com/file/d/1KA2LaUMvAyzS0JDHDMMBOtw8YMRDNMN1/view?usp=sharing){:target="_blank"}
-    : [Mini-Lecture](https://youtu.be/ZFq_yelFhDY), [Notebook](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Ffa24-student&urlpath=lab%2Ftree%2Ffa24-student%2Fdisc%2Fdisc11%2Fdisc11_blank.ipynb&branch=main), [Solutions](https://drive.google.com/file/d/133jt7JQWQizMkYguy8bQ59JycTzznrpH/view?usp=sharing){:target="_blank"}
+    : [Mini-Lecture](https://youtu.be/ZFq_yelFhDY), [Notebook](https://data100.datahub.berkeley.edu/hub/user-redirect/git-pull?repo=https%3A%2F%2Fgithub.com%2FDS-100%2Ffa24-student&urlpath=lab%2Ftree%2Ffa24-student%2Fdisc%2Fdisc11%2Fdisc11_blank.ipynb&branch=main), [Solutions](https://drive.google.com/file/d/133jt7JQWQizMkYguy8bQ59JycTzznrpH/view?usp=sharing), [Walkthrough](https://www.youtube.com/watch?v=wmRQbrNFHeY){:target="_blank"}
 
 Nov 14
 : **Lecture 23**{: .label .label-lecture} [Logistic Regression II](lecture/lec23)