EP 07 The Ultimate Guide to Gaussian Kernal Density Estimation

############################# Video Source: www.youtube.com/watch?v=JGhsocY0-cg

Learn all about Gaussian Kernal Density Estimation in this ultimate guide! From histograms to PDFs to bandwidth options, we cover it all in this video. • ⏰Timestamp⏰ • 01:23 : What is Kernal Density Estimation? • 02:46 : How to get PDF using Gaussian Kernals? • 07:10 : Concept of Bandwidth • 10:14 : Estimating PDF using Bandwidth • ====================== • 📦 **Download class resources from GitHub** :https://github.com/anup-byte/Statisti... • ====================== • Other Recommended Playlists: • Exploratory Data Analysis : • Exploratory Data Analysis • Pandas Dataframe : • Pandas Dataframe • Pandas in Python - Series : • Pandas in Python - Series • Numpy Playlist : • Python Numpy Array | Numpy for Data S... • Basics of Python Playlist : • Basics of Python • Advance Python Playlist : • Advance Python • Data Structures and Algorithms : • Data Structures and Algorithms in Python • Basics of Git and GitHub Playlist : • Basics of Git and GitHub • ========================== • 🌐 Visit Our Website: https://aikipathshala.com/ • 📷 Follow Us on Instagram: / aikipathshala • 📷 Follow Us on Telegram: https://t.me/aikipathshala • 🔗 Connect with Us on LinkedIn: / anupai24 • ========================== • Recommended Resources: • **Books** • ● Think Stats - Exploratory Data Analysis : https://amzn.to/49SnTRa • ● Python for Data Analysis : https://amzn.to/3WhRLTU • ● The Elements of Statistical Learning(Hardcover) : https://amzn.to/3UyiTMS • ● The Elements of Statistical Learning(Kindle Edition) : https://amzn.to/4bdrGJG • ● Bayesian Data Analysis : https://amzn.to/3JyL8ES • ● Introduction to Probability(Hardcover) : https://amzn.to/3Whh4pc • ● Introduction to Probability (Kindle Edition) : https://amzn.to/4aU9PrI • **Laptops** • ● Apple 2023 MacBook Pro : https://amzn.to/4aWn2A7 • ● Apple 2023 MacBook Pro : https://amzn.to/44j7HHo • ● ASUS ROG Strix G15 : https://amzn.to/3UjEqrx • **Hardware Setup** • ● NVIDIA GeForce RTX 3080 Graphics Card. : https://amzn.to/3Wg0nKr • ● 32GB DDR4 RAM (2x16GB) : https://amzn.to/3Qj8y54 • ● Samsung 970 EVO Plus 1TB NVMe SSD. : https://amzn.to/3xT2avb • ● Dell UltraSharp U2720Q 27-Inch 4K Monitor : https://amzn.to/49Uxcjv • ● Logitech MX Master 3 Advanced Wireless Mouse : https://amzn.to/3WbAP1h • • Have questions or need further clarification? • Drop us an email at [email protected] • Your learning journey just got more exciting! 🚀📈 • #statisticsfordatascience #histogram #datanalysis

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