kernel density estimation #maths #statistics #datascience #machinelearning

📚 *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

These are affiliate links, so buying through them helps support the channel at no extra cost to you — thanks 🙏

*Summary*
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This short animation shows how Kernel Density Estimation (KDE) works to estimate probability density functions from data. Perfect for statistics, machine learning, and data visualization learners, this clip introduces the concept visually and links to the full detailed video for deeper understanding.

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Видео kernel density estimation #maths #statistics #datascience #machinelearning канала DataMListic