Uploaded November 2025 | Updated September 2026, 3 hours ago
Join the Kaggle competition here: kaggle.com/competitions/google-tunix-hackathon
Timeline:
0:00:00 - Intro
0:04:10 - Tunix Compeition Overview
0:09:54 - Evaluation Rubric
0:24:24 - GRPO Demo Notebook
0:32:54 - Hyperparameters
0:41:34 - Data Preprocessing
0:50:50 - Policy and Reference Model
0:59:00 - Defining the Reward Function
1:17:00 - GRPO Trainer
1:28:00 - W&B Tracking
Join the Kaggle competition here: kaggle.com/competitions/google-tunix-hackathon
Timeline:
0:00:00 - Intro
0:04:10 - Tunix Compeition Overview
0:09:54 - Evaluation Rubric
0:24:24 - GRPO Demo Notebook
0:32:54 - Hyperparameters
0:41:34 - Data Preprocessing
0:50:50 - Policy and Reference Model
0:59:00 - Defining the Reward Function
1:17:00 - GRPO Trainer
1:28:00 - W&B Tracking
![Build Your First Pytorch Model In Minutes! [Tutorial + Code]](https://i.ytimg.com/vi/tHL5STNJKag/mqdefault.jpg "Build Your First Pytorch Model In Minutes! [Tutorial + Code]
In this video we will learn through doing! Build your very first PyTorch model that can classify images of playing cards. #pytorch #deeplearning
Related videos:
Working With Image Data: https://youtu.be/kSqxn6zGE0c?si=ZJl0-Yp7fMbHkb-7
Cross Validation: https://youtu.be/kSqxn6zGE0c?si=ZJl0-Yp7fMbHkb-7
Kaggle Notebook: https://www.kaggle.com/code/robikscube/train-your-first-pytorch-model-card-classifier
Timeline:
00:00 Intro
04:50 Pytorch Datasets
13:59 Pytorch Model
19:19 Pytorch Training
29:23 Results
Links to my stuff:
* Youtube: https://youtube.com/@robmulla?sub_confirmation=1
* Discord: https://discord.gg/HZszek7DQc
* Twitch: https://www.twitch.tv/RobCodesLIVE
* Twitter: https://twitter.com/Rob_Mulla
* Kaggle: https://www.kaggle.com/robikscube")
