Gradient Descent: Unlocking Global Minima with Momentum
Автор: Data Santa
Загружено: 2024-12-19
Просмотров: 79
Описание:
In this video, we tackle real-world problems by exploring a multi-dimensional, non-linear function - the QFSP (Quadratic Function with Sinusoidal Perturbations). Dive into the complexities of optimization in machine learning with this deep dive into gradient descent.
The Jupyter notebook can be found here:
https://github.com/nickovchinnikov/da...
Gradient Descent Ninja with Momentum
https://datasanta.net/2024/12/12/grad...
Optional: Why Does the Gradient Point Upwards?
https://datasanta.net/2024/12/04/why-...
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Telegram: https://t.me/datasantaa
Twitter: https://x.com/datasantaa
0:07 Intro
1:00 Meet the Function!
2:08 Build the Function
4:16 Check the Plot
4:55 Build the Optimizer
10:59 Gradient Descent Epic Fail
12:51 Momentum Pull!
15:00 Build the Momentum
18:45 Total Domination of the Momentum!
20:43 Sign Off
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