Upgrade to Pro — share decks privately, control downloads, hide ads and more …
Sign up for free

K-Means Clustering Algorithm: Centroid-Based Un...

Avatar for Madhuri Mahawar Madhuri Mahawar
October 05, 2026
Education
1
0

K-Means Clustering Algorithm: Centroid-Based Unsupervised Learning

Explains K-Means clustering through centroids, distance-based assignment, iterative centroid updates, WCSS, K-Means++ initialization, numerical example, Elbow Method, Silhouette Score, feature scaling, limitations, and Python implementation.

Avatar for Madhuri Mahawar

Madhuri Mahawar

October 05, 2026

More Decks by Madhuri Mahawar

See All by Madhuri Mahawar
DBSCAN: Density-Based Clustering and Anomaly Detection
Avatar for Madhuri Mahawar madhuri28
0
0
Introduction to Clustering: Unsupervised Learning and Clustering Algorithms
Avatar for Madhuri Mahawar madhuri28
0
1
Hierarchical Clustering: Agglomerative Clustering and Dendrogram Analysis
Avatar for Madhuri Mahawar madhuri28
0
0
Introduction to OpenCV and Scikit-learn
Avatar for Madhuri Mahawar madhuri28
0
16
Machine Vision for Automated Inspection: ML-Based Quality Control
Avatar for Madhuri Mahawar madhuri28
0
0
Intelligent Robotics and Autonomous Systems: Machine Learning Applications
Avatar for Madhuri Mahawar madhuri28
0
0
Predictive Maintenance and Condition Monitoring Using Machine Learning
Avatar for Madhuri Mahawar madhuri28
0
0
Smart Manufacturing and Industrial Automation: ML, Digital Twins and Industry 4.0
Avatar for Madhuri Mahawar madhuri28
0
0
AdaBoost: Adaptive Boosting and Weighted Learning
Avatar for Madhuri Mahawar madhuri28
0
1

Other Decks in Education

See All in Education
Web Architectures - Lecture 2 - Web Technologies (1019888BNR)
Avatar for Beat Signer signer
PRO
0
3.7k
Railsチュートリアル × 反転学習の事例紹介
Avatar for YassLab yasslab
PRO
3
190k
響け!ユーフォニアムと考える「決め方」/Thinking About Decision-Making with Sound! Euphonium
Avatar for Ryusei Ohkura 3l4l5
1
200
TISSUE
Avatar for Pawan Kumar Sahu pawan_pharm
0
280
観察、仮説、実行、検証、計画、提案を一年で3000回トレーニングする方法/3000 Thinking Loops in 365 Days
Avatar for moriyuya moriyuya
5
1.5k
未踏峰連山 Frontiers: Creating and Conquering Untrodden Peaks
Avatar for Hiroshi Ishii ishii_mit
1
170
Book-keeping
Avatar for Dr. Bharath V bvr7352
0
130
医療事務養成の専門学校でのAI教育 非エンジニアの学生にAIを1年間使ってもらって、感じたこと
Avatar for Naoya Wada naochim2026
0
140
2026年度秋学期　統計学　第1回　イントロダクション ー 統計的なものの見方・考え方について (2026. 9. 29)
Avatar for Akira Asano akiraasano
PRO
0
260
Quality Control of Crude Drugs
Avatar for Pawan Kumar Sahu pawan_pharm
0
200
Fundamentos, Caracteristicas y Aplicaciones de los Modulos NumPy , Matplotlib y Pandas
Avatar for Abraham Zamudio robintux
0
300
AIの力を100%引き出すために
Avatar for Frieve-A frievea
0
610

Featured

See All Featured
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
Avatar for Tammy Everts tammyeverts
56
3.5k
Unsuck your backbone
Avatar for Amy Palamountain ammeep
672
58k
How to make the Groovebox
Avatar for あそなす asonas
2
2.5k
Paper Plane
Avatar for Katie Cordina Lindsey katiecoart
PRO
5
54k
Mind Mapping
Avatar for Hélio Medeiros helmedeiros
1
400
KATA
Avatar for Megan Lloyd mclloyd
PRO
35
16k
The World Runs on Bad Software
Avatar for Brandon Keepers bkeepers
PRO
72
12k
Optimizing for Happiness
Avatar for Tom Preston-Werner mojombo
378
71k
The Power of CSS Pseudo Elements
Avatar for Geoffrey Crofte geoffreycrofte
82
6.6k
Navigating Algorithm Shifts & AI Overviews - #SMXNext
Avatar for Aleyda Solis aleyda
1
1.7k
Helping Users Find Their Own Way: Creating Modern Search Experiences
Avatar for Dan Newman danielanewman
31
3.4k
Data-driven link building: lessons from a $708K investment (BrightonSEO talk)
Avatar for Szymon Słowik szymonslowik
1
1.4k

Transcript

  1. None
  2. None
  3. None
  4. None
  5. None
  6. None
  7. None
  8. None
  9. None
  10. None
  11. None
  12. None
  13. None
  14. None
  15. None
  16. None
  17. None
  18. None
  19. None
  20. None
  21. None
  22. None
  23. None
  24. None
  25. None
  26. None
  27. None
  28. None
  29. None
  30. None
  31. None
  32. None
  33. None
  34. None
  35. None