(8th) SQL Basics | 24.02 ~ 24.08
(9th) Feature Engineering | 24.09 ~ 25.02
(10th) Customer KPI Analysis | 25.03 ~ 25.08
| No | Date | Class | Assignment |
|---|---|---|---|
| 1 | 240915 | OT | |
| 2 | 240922 | Feature Selection (1) | California Housing Dataset Feature Selection (Linear Regression) |
| 3 | 240929 | Feature Selection (2) | Titanic Dataset Feature Selection (Variance Threshold) Campaign Dataset Feature Selection (Chi-Sqaure) |
| 4 | 241103 | Feature Selection (3) | Portugese Student Dataset Feature Selection (RFECV, SFS) |
| 5 | 241110 | Feature Selection (4) | |
| 6 | 241117 | Feature Selection (5) | Titanic Dataset Feature Selection (SHAP) |
| 7 | 241124 | Feature Selection (6) | |
| 8 | 241229 | Feature Selection (7) | Movie Review Dataset Text Importance (LIME) |
| 9 | 250105 | Classification (1) | |
| 10 | 250112 | Classification (2) | Hotel Booking Cancellation Prediction |
| 11 | 250119 | Regression (1) | California Housing Dataset R2 Improvement (Regression) |
| 12 | 250126 | Word Embedding | |
| 13 | 250202 | Natural Langauge Processing (1) | |
| 14 | 250209 | Natural Langauge Processing (2) | Movie Review Dataset Accuracy Improvement (Word2Vec) |
| 15 | 250216 | Natural Langauge Processing (3) | Keras Embedding Improvement |
| 16 | 250223 | Natural Langauge Processing (4) | |
| + | (Addition) | Class Completion Rate Improvement Strategy Suggestion |
| No | Date | Class | Assignment |
|---|---|---|---|
| 1 | 250306 | OT | |
| 2 | 250313 | Metric Development (1) | Classicmodels Dataset Data Mart Validation (Order) Classicmodels Dataset Customer Segmentation |
| 3 | 250320 | Metric Development (2) | Classicmodels Dataset Data Mart Validation (Product) |
| 4 | 250327 | Metric Development (3) | |
| 5 | 250501 | Metric Development (4) | GA4 Dataset Budget Efficiency Analysis |
| 6 | 250508 | Customer Analysis (1) | |
| 7 | 250515 | Customer Analysis (2) | E-Commerce Dataset RFM Analysis |
| 8 | 250522 | Customer Analysis (3) | E-Commerce Dataset LTV Analysis |
| 9 | 250626 | A/B Test | |
| 10 |