Code on GitHub (Just look for Kaggle folder in ML):
https://github.com/aladdinpers....son/Machine-Learning

Timestamps:
0:00 - Introduction to Competition
4:08 - My Solution
6:10 - Training the small model
8:00 - Result1
8:43 - Finetuning
9:14 - Result2
10:19 - How to improve further?

Enhancements:
Resolution increased from 640x480 to 7680 x4320 pixel.
Enhanced lighting effects.
Enhanced Colorization.
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Resolution 7680 x4320 pixels without youtube compression

In this video I walkthrough how to use a learning rate scheduler in a simple example of how to add it to our model.

People often ask what courses are great for getting into ML/DL and the two I started with is ML and DL specialization both by Andrew Ng. Below you'll find both affiliate and non-affiliate links if you want to check it out. The pricing for you is the same but a small commission goes back to the channel if you buy it through the affiliate link.
ML Course (affiliate): https://bit.ly/3qq20Sx
DL Specialization (affiliate): https://bit.ly/30npNrw
ML Course (no affiliate): https://bit.ly/3t8JqA9
DL Specialization (no affiliate): https://bit.ly/3t8JqA9

GitHub Repository:
https://github.com/aladdinpers....son/Machine-Learning

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PyTorch Playlist:
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