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 - colab.research.google.com/dri...
Viz tool - www.naftaliharris.com/blog/vi...
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⌚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

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bss 131 videos tk hea ha na?ab khtm?

[@harikrsna]

Time series ka playlist...?

[@sandeeppolaki664]

Sir, the explanation is crystal clear.

[@arpittiwari2305]

Learnt more from this channel than my MBA course

[@TonyStark-qc8ow]

Thank you so much sir for DBSCAN... Can you please continue the time series playlist... There is not much good content available on TH-cam for time series.. pls

[@user-db9og5hr6f]

Wonderful explanation , thank you so much for such informative video

[@AbdurRahman-lv9ec]

Kudos, Nitish ! Your teaching style is phenomenal, and I've learned so much from your Python and Machine Learning tutorials. As I delve deeper into my passion for data engineering, I can't help but wish for a mentor like you in this field. Your guidance would be invaluable. Any plans to explore data engineering topics?

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[@sahil5124]

This is really helpful. Thank you so much.
Can you create a playlist of complete Unsupervised learning in your channel.

[@narendraparmar1631]

Very informative , Thanks

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I just finished 100 days of ML , just hoping the skills learned can be useful for me in my carrier.

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bro bss itna hea ha na? 131 videos tk ya aur bhi videos aengi?

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Add videos regularly, we like your videos than others❤❤

[@ali75988]

Thank you so much. Kindly add hierarchical clustering algorithm too.

[@abhijeetjain8228]

very well explained... thankyou again sir

[@sayantandas8739]

Just waiting for this video...❤

[@ParthivShah]

Thank You Sir.

[@ExploreDS]

Thank you sir!

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[@Tusharchitrakar]

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[@finaz_18]

Thank you so much sir

[@YasirShah-wk6ku]

You're Great sir

[@Paladipradeep]

Good explanation!!

[@not_amanullah]

Thanks

[@taufiquehedayet2352]

thank u sir.

[@analysedata351]

00:02 DBSCAN is important due to flaws in K Means clustering algorithm
02:24 DBSCAN is a density based clustering algorithm
07:58 Understanding density and key DBSCAN hyperparameters
10:37 Explaining core points, border points, and nose points in DBSCAN clustering
17:00 Understanding DBSCAN Algorithm in four steps
19:50 DBSCAN Step 1: Identifying core, border, and noise points
24:16 DBSCAN clusters points based on density
26:42 DBSCAN focuses on density for clustering
30:58 DBSCAN clustering has limitations in handling clusters of different density and cannot make predictions.
33:02 DBSCAN algorithm can be visualized and tested with different Min Points values
Crafted by Merlin AI.

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Great sir! 👍

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very informative video

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Wanted to know about campusx course. Are the live classes going on? Can someone tell?

[@ashwinkumar5223]

Awesome Sir

[@oghub5654]

Thanks for video sir...🙏
You told in last dbscan's disadvantage is not predict the cluster for new point, is there any any clustering algorithm that do so?

[@campusx-official]

KMeans

[@arri5812]

thank you sir, but please post on time series I want to learn it from you

[@susamay]

10:50 Core -> in epsilon space no_of neighbours >= min_points

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[@aiforeveryone]

Great

[@not_amanullah]

❤

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👌 9:10 ep·suh·laan

[@not_amanullah]

Understood++

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Is this series really helpful? Can I be a perfect ML engineer?

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nlp ka ner and topic modeling baaki hai

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is a i5 12 h 16 gb laptop with intel iris good for neural network training

[@VIP-ol6so]

only bad thing I felt is DBSCAN could not predict

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Sir can you please teach in English only?

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I'm from Pakistan, I'm your students

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Nikal atankwadi

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[@not_amanullah]

Understood++