100 Days of Machine Learning | CampusX - DBSCAN Clustering Algorithms | Density Based Clustering | How DBSCAN Works | CampusX

In today's video, we dive deep into the world of clustering with a focus on DBSCAN (Density-Based Spatial Clustering of Applications with Noise). Whether you're a data science enthusiast, a student, or a professional looking to enhance your machine learning skills, this video is for you! 🚀 Why DBSCAN? DBSCAN is a powerful tool in your clustering toolkit, providing robust performance in identifying clusters of varying shapes and handling outliers effectively. Code - https://colab.research.google.com/drive/1yZ0bg0cK6X84u6rawgRgoPzlgAmhVy2E?usp=sharing Viz tool - https://www.naftaliharris.com/blog/visualizing-dbscan-clustering/ ============================ Do you want to learn from me? Check my affordable mentorship program at: https://learnwith.campusx.in ============================ 📱 Grow with us: CampusX' LinkedIn: https://www.linkedin.com/company/campusx-official CampusX on Instagram for daily tips: https://www.instagram.com/campusx.official My LinkedIn: https://www.linkedin.com/in/nitish-singh-03412789 Discord: https://discord.gg/PsWu8R87Z8 👍If you find this video helpful, consider giving it a thumbs up and subscribing for more educational videos on data science! 💭Share your thoughts, experiences, or questions in the comments below. I love hearing from you! ⌚Time Stamps ⌚ 00:00 - 00:31 - Intro 00:32 - 03:59 - Why DBSCAN? 04:00 - 06:28 - What is density based clustering? 06:29 - 08:41 - Epsilon Example 08:42 - 14:12 - 3 Types of points in DBSCAN 14:13 - 17:58 - Density connected points 17:59 - 25:20 - DBSCAN Algorithm 25:21 - 28:55 - DBSCAN Demo 28:56 - 32:40 - Limitations 32:41 - 34:00 - Visualization Tool 34:01 - 34:15 - Outro ✨ Hashtags✨ #DataScience #MachineLearning #Deeplearning #CampusX #DBSCAN #Clustering #AlgorithmExplained