kernel trick (w/ caps) #machinelearning #datascience #statistics

📚 *RECOMMENDED BOOKS TO START WITH MACHINE LEARNING*
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If you're new to ML, here are the 3 best books I recommend (I've personally read all of these):
1. Hands-On Machine Learning – the go-to practical ML guide: https://amzn.to/3UcGqSS
2. Mathematics for Machine Learning – deep dive into the theoretical aspects of ML: https://amzn.to/3IZgHe7
3. Designing Machine Learning Systems - practical strategies for building scalable ML solutions: https://amzn.to/4ojEqFX

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*Summary*
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In this video, we explain the kernel trick—a key concept in machine learning and support vector machines (SVMs)—in simple terms. Learn how the kernel trick helps transform non-linearly separable data into higher dimensions, enabling efficient classification using SVMs without the computational cost. We cover polynomial kernels, RBF kernels, and why the kernel trick is crucial for nonlinear classification problems.

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Видео kernel trick (w/ caps) #machinelearning #datascience #statistics канала DataMListic