Standardize timestamps for "Building a Neural Network with PyTorch in 15 Minutes" (Fixes #248)

pydata-global-2026/building-a-neural-network-with-pytorch-in-15-minutes.md

@@ -0,0 +1,18 @@
+# Building a Neural Network with PyTorch in 15 Minutes
+
+YouTube Link:
+https://youtu.be/mozBidd58VQ
+
+## Timestamps
+
+00:00:00 - Introduction & goal of the coding challenge
+00:00:15 - What is PyTorch and why it's used
+00:01:44 - Project setup and required imports
+00:03:22 - Loading and preprocessing the MNIST dataset
+00:04:33 - Defining the neural network architecture
+00:08:09 - Model initialization, GPU usage, optimizer, and loss function
+00:09:34 - Training loop and backpropagation
+00:13:01 - Saving the trained model
+00:16:45 - Loading the model and making predictions
+00:19:15 - Testing the model with different images
+00:20:06 - Wrap-up, code sharing, and next steps