Nur Haryadi - 6025241003 - Customer Purchasing Behaviors Dataset.pptx

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1. ALGORITHM CLUSTERING KMEANS CLUSTERING & AGGLOMERATIVE HIERARCHICAL CLUSTERING from Customer Purchasing Behaviors DATASET at https://www.kaggle.com/datasets/hanaksoy/customer-purchasing-behaviors By Name : Nur Haryadi NRP : 6025241003 Surabaya, September 2024

2. Pengertian ALGORITHM CLUSTERING adalah proses membagi kumpulan data ( objek ) ke dalam kelompok-kelompok yang disebut cluster KMEANS CLUSTERING adalah algoritma untuk mengelompokkan n objek /data berdasarkan atribut / fitur ke dalam k cluster, dengan k < n dan k > 0 AGGLOMERATIVE HIERARCHICAL CLUSTERING Pengelompokan data yang menghasilkan serangkaian cluster bersarang dan tersusun seperti pohon hirarki

3. Ketentuan Link dataset : https://www.kaggle.com/datasets/hanaksoy/customer-purchasing-behaviors Nama dataset : Customer Purchasing Behaviors Jumlah Atribut : 7 Kolom Jumlah Instance : 238 baris

4. KMEANS CLUSTERING https://colab.research.google.com/drive/1i4apETjFdjJs1WZZ_Mya_rU8NhR5BEmr?authuser=2#scrollTo=OcsD4X0DgMir&uniqifier=1 v2KMEANS-NH.ipynb

5. KMEANS CLUSTERING | index|user \_ id|age|purchase \_ amount|annual \_ income|purchase \_ frequency|loyalty \_ score|region | |---|---|---|---|---|---|---|---| |0|1|25|200|45000|12|4\.5|North| |1|2|34|350|55000|18|7\.0|South| |2|3|45|500|65000|22|8\.0|West| |3|4|22|150|30000|10|3\.0|East| |4|5|29|220|47000|13|4\.8|North|

6. KMEANS CLUSTERING

7. KMEANS CLUSTERING

8. AGGLOMERATIVE HIERARCHICAL CLUSTERING https://colab.research.google.com/drive/1_gIWhFZ2llvKZJjmenE_gEAHNuDvPUcm?authuser=2#scrollTo=hx2V67F8hoYR v2AHC-NH.ipynb

9. | index|user \_ id|age|purchase \_ amount|annual \_ income|purchase \_ frequency|loyalty \_ score|region | |---|---|---|---|---|---|---|---| |0|1|25|200|45000|12|4\.5|North| |1|2|34|350|55000|18|7\.0|South| |2|3|45|500|65000|22|8\.0|West| |3|4|22|150|30000|10|3\.0|East| |4|5|29|220|47000|13|4\.8|North| AGGLOMERATIVE HIERARCHICAL CLUSTERING

10. AGGLOMERATIVE HIERARCHICAL CLUSTERING

11. AGGLOMERATIVE HIERARCHICAL CLUSTERING

12. Sumber https://www.kaggle.com/datasets/hanaksoy/customer-purchasing-behaviors https://www.youtube.com/watch?v=_PxYkc0JWXs - Belajar Dasar KMeans Clustering, Membuat Model dan Mengevaluasi | Machine Learning 101 | Eps 35 https://journal.uinsgd.ac.id/index.php/kubik/article/view/7581

13. Sumber https://www.kaggle.com/datasets/hanaksoy/customer-purchasing-behaviors https://www.youtube.com/watch?v=_PxYkc0JWXs - Belajar Dasar KMeans Clustering, Membuat Model dan Mengevaluasi | Machine Learning 101 | Eps 35 https://journal.uinsgd.ac.id/index.php/kubik/article/view/7581