kernel density estimation #maths #statistics #datascience #machinelearning

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YouTube Excerpt: šŸ“š *RECOMMENDED BOOKS TO START WITH MACHINE LEARNING* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 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 šŸ™ *Summary* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 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. *Follow Me* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 🐦 Twitter: @datamlistic https://twitter.com/datamlistic šŸ“ø Instagram: @datamlistic https://www.instagram.com/datamlistic šŸ“± TikTok: @datamlistic https://www.tiktok.com/@datamlistic šŸ‘” Linkedin: https://www.linkedin.com/company/datamlistic *Channel Support* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ The best way to support the channel is to share the content. ;) If you'd like to also support the channel financially, donating the price of a coffee is always warmly welcomed! (completely optional and voluntary) ā–ŗ Patreon: https://www.patreon.com/datamlistic ā–ŗ Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq ā–ŗ Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281 ā–ŗ Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5 ā–ŗ Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a

šŸ“š *RECOMMENDED BOOKS TO START WITH MACHINE LEARNING* ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ If you're new to ML, here are the 3 best books I recommend (I've...

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