UoB-DSMP-2023-24 dsmp-2024-group-38 issues

UoB-DSMP-2023-24 / dsmp-2024-group-38

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Write in conclusion, model improvement and bias considerations sections for all models in the report.

#87 DonJoseph1 closed 4 months ago
1
Try KMeans, DBScan, HDBScan, OPTICS for customer segmentation. Perform Hyperparameter tuning

#86 itsrajasree opened 4 months ago
0
Summative presentation : https://uob-my.sharepoint.com/personal/vd23936_bristol_ac_uk/_layouts/15/doc.aspx?sourcedoc={10223863-66c8-4729-a7c8-76f4b5ca88ac}&action=edit

#85 itsrajasree opened 4 months ago
0
Summative report : https://www.overleaf.com/project/661c4580743bde1eed3e725b

#84 itsrajasree opened 4 months ago
0
Add past example regarding the use of XGBoost in marketing analytics.

#83 DonJoseph1 closed 4 months ago
1
Write in model improvements, bias & fairness considerations and conclusion.

#82 DonJoseph1 closed 4 months ago
1
Writing customer segmentation, literature review and discussions in report

#81 itsrajasree opened 4 months ago
0
Proof reading the report

#80 itsrajasree opened 4 months ago
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Re-train model to consider the loan salary and check if remove subscription transaction

#79 IsaraponPrasertstid opened 4 months ago
0
Being writing the report in part of ethic, literature review, methodology and discussion on fraud detection part

#78 IsaraponPrasertstid opened 4 months ago
0
Finish introduction to report providing background on UK commercial banking industry and motivations for the report.

#77 DonJoseph1 closed 5 months ago
1
Write in methodology of customer segmentation procedure

#76 DonJoseph1 closed 4 months ago
0
Begin writing literature review of past customer segmentation techniques, unsupervised learning with density-based models and dimensionality reduction tools such as UMAP.

#75 DonJoseph1 closed 4 months ago
2
Creating spending profile of customers based on expenditure-to-income ratio - use this to highlight those who save money and are also nearing the salary limits or consistently spending over a limit.

#74 DonJoseph1 closed 5 months ago
1
Week 22 Group Task: Create list of product recommendations based on customer segment spending behaviour.

#73 DonJoseph1 opened 5 months ago
0
Flagging for transaction spending at night around 1-5am

#72 IsaraponPrasertstid opened 5 months ago
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Flagging big spending

#71 IsaraponPrasertstid opened 5 months ago
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Try to use distribution curve to detect extreme value

#70 IsaraponPrasertstid opened 5 months ago
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Week After holiday, Talking about combine bisuness as category

#69 IsaraponPrasertstid opened 5 months ago
0
Add flag of risk level, holiday salary as a new feature in Fraud

#68 IsaraponPrasertstid opened 5 months ago
0
Dealing with missing value in new dataset 2 and EDA process

#67 IsaraponPrasertstid closed 5 months ago
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Fraud Detection

#66 IsaraponPrasertstid opened 5 months ago
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Don merchant categorisation verification

#65 DonJoseph1 closed 5 months ago
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Review preliminary merchant categorisations for dataset 2 in terms of semantic business types of the merchants as well as their spending distributions

#64 DonJoseph1 closed 5 months ago
0
finished computing missing balance correctly

#63 DonJoseph1 closed 5 months ago
0
Impute balance amounts in dataset 2

#62 DonJoseph1 closed 5 months ago
0
imputed missing values in the 'Amount' column

#61 DonJoseph1 closed 5 months ago
0
Impute missing transactions amounts in dataset 2

#60 DonJoseph1 closed 5 months ago
1
Analyse and interpret output clusters from UMAP + HDBSCAN model

#59 DonJoseph1 closed 5 months ago
1
merge

#58 IsaraponPrasertstid closed 5 months ago
0
Don - Initial EDA on dataset 2

#57 DonJoseph1 closed 5 months ago
0
Investigate computing salaries of individuals in the new dataset

#56 DonJoseph1 closed 5 months ago
1
Try to use PCA and clustering to reduce outlier

#55 IsaraponPrasertstid opened 5 months ago
1
Dealing with missing value in new dataset 2

#54 IsaraponPrasertstid opened 5 months ago
0
Don

#53 DonJoseph1 closed 5 months ago
0
Don

#52 DonJoseph1 closed 5 months ago
0
week 20, discuss about abstract, result and conclusion in writing report.

#51 IsaraponPrasertstid opened 6 months ago
0
write writing report for formative (Data Description / Preparation)

#50 IsaraponPrasertstid opened 6 months ago
0
Try to tune parameter in HDBSCANS

#49 IsaraponPrasertstid opened 6 months ago
0
Rose

#48 IsaraponPrasertstid closed 6 months ago
0
Change the graph in PPT

#47 IsaraponPrasertstid closed 6 months ago
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Create summary table between different Feature and Model

#46 IsaraponPrasertstid closed 6 months ago
0
encode category data in top 3 feature

#45 IsaraponPrasertstid opened 6 months ago
0
Use Scale Max Min to normalize data (for compare result)

#44 IsaraponPrasertstid opened 6 months ago
1
Create more EDA grpah such as Heatmap my including Valentine Day and flower shop

#43 IsaraponPrasertstid closed 6 months ago
0
For week 19, prepare slide for presentation

#42 IsaraponPrasertstid opened 6 months ago
0
Try to tuning parameter of HDBSCAN

#41 IsaraponPrasertstid opened 6 months ago
0
Draft Slide for time-series, customer behavior and market trend

#40 IsaraponPrasertstid closed 6 months ago
0
Don

#39 DonJoseph1 closed 6 months ago
0
Create test

#38 DonJoseph1 closed 6 months ago
0