diff --git a/AI/Day2/README.md b/AI/Day2/README.md
index 71a2803..dd60724 100644
--- a/AI/Day2/README.md
+++ b/AI/Day2/README.md
@@ -1,12 +1,14 @@
 # ~ PoC AI Pool 2024 ~
+
 - ## Day 2: Neural Networks from Scratch
-    - ### Module 1: Linear Regression
-        - **Notebook:** [`linear-regression.ipynb`](./linear-regression.ipynb)
-    - ### Module 2: Logistic Regression
-        - **Notebook:** [`logistic-regression.ipynb`](./logistic-regression.ipynb)
-    - ### Module 3: Deep Learning
-        - **Notebook:** [`deep-learning.ipynb`](./deep-learning.ipynb)
------------
+  - ### Module 1: Linear Regression
+    - **Notebook:** [`linear-regression.ipynb`](./linear-regression.ipynb)
+  - ### Module 2: Logistic Regression
+    - **Notebook:** [`logistic-regression.ipynb`](./logistic-regression.ipynb)
+  - ### Module 3: Deep Learning
+    - **Notebook:** [`deep-learning.ipynb`](./deep-learning.ipynb)
+
+---
 
 **Hooray : You've made it to AI !**
 On today's menu, we'll enter the wonderful world of machine learning with two major algorithms : Linear and Logistic Regression, followed by the modern approach of Deep Learning using PyTorch !
@@ -14,6 +16,7 @@ On today's menu, we'll enter the wonderful world of machine learning with two ma
 > Here's a list of resources that we believe can be useful to follow along (and that we've ourselves used to learn these topics before being able to write the subjects):
 
 ## Module 1
+
 - [3b1b's neural network series](https://www.youtube.com/watch?v=aircAruvnKk&list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi)
 - [sentdex's NNFS series & book](https://www.youtube.com/watch?v=Wo5dMEP_BbI&list=PLQVvvaa0QuDcjD5BAw2DxE6OF2tius3V3)
 - [andriy burkov's 100-page ML book](https://themlbook.com/) particularly [chapter 4](https://www.dropbox.com/s/xpd5x6p6jte3th5/Chapter4.pdf?dl=0)
@@ -22,4 +25,9 @@ On today's menu, we'll enter the wonderful world of machine learning with two ma
 
 ## Module 2
 
-## Module 3
\ No newline at end of file
+- [derivating bce loss](https://www.google.com/search?sca_esv=593424282&rlz=1C5CHFA_enFR1086FR1086&sxsrf=AM9HkKnhFXQw46XVx7yP5nyzZOxkebfGWw:1703424283700&q=sigmoid&tbm=isch&source=lnms&sa=X&sqi=2&ved=2ahUKEwiXptP6laiDAxVBU6QEHVYpCxIQ0pQJegQIDhAB&biw=1512&bih=738&dpr=2)
+
+## Module 3
+
+- [pytorch docs](https://pytorch.org/docs/stable/index.html)
+- [install pytorch](https://pytorch.org/get-started/locally/)