diff --git a/_modules/week-02.md b/_modules/week-02.md
index a93382a..198e9f0 100644
--- a/_modules/week-02.md
+++ b/_modules/week-02.md
@@ -15,7 +15,7 @@ Apr 9
 Apr 11
 : **4**{: .label} 
   <!--: [Slides]() &#8226; [Recording]()-->
-: *Reading:* N/A
+: *Reading:*
 * [TensorFlow: A system for large-scale machine learning (required)](https://arxiv.org/pdf/1605.08695.pdf)
 * [PyTorch Distributed: Experiences on Accelerating Data Parallel Training (optional)](https://arxiv.org/pdf/2006.15704.pdf)
 * [Petuum: A New Platform for Distributed Machine Learning on Big Data (optional)](https://arxiv.org/pdf/1312.7651.pdf)
diff --git a/_staffers/will.md b/_staffers/will.md
index f51115a..647f521 100644
--- a/_staffers/will.md
+++ b/_staffers/will.md
@@ -4,6 +4,7 @@ name: Will Lin
 pronouns: HE/HIM
 photo: staff/will.png
 role: Teach Assistant
-office-hours: Tuesdays 3-4pm @ CSE 3144
+office-hours: Tuesdays 3-4pm @ CSE 3144 (on Zoom 4/09)
+
 bio: Will is a CSE PhD student with a background in traditional systems working with FPGAs for datacenter networking. Currently he is working in MLsys with Hao on distributed training.
 ---