Advanced Customer Analytics

Week 1: Scraping

HTML Scraping:
https://drive.google.com/file/d/1lLigRLLgS6U6gDK6owAS0lDuiMoDx4wn/view?usp=sharing

Amazon:
https://drive.google.com/file/d/1N3fzD6itKzlHf1Ni_FAMLVaZMFhxF7OF/view?usp=sharing

CNN:
https://drive.google.com/file/d/1zI4oUVY-MUzLcFGtBsPKBUSvetkRqob_/view?usp=sharing

Week 2: Topic Modeling & Graphs

LDA-based models:
https://colab.research.google.com/drive/179UVaH-YnmEaXkgnkYXCUskRCA9FGeqj?usp=sharing https://eclass.aueb.gr/modules/document/file.php/INF423/news.txt

Graph-based approach:
https://nuric.github.io/pagerank/ https://colab.research.google.com/drive/1FueaTezghtanBgd-qUMGyQMPGHl8oKL3?usp=sharing https://eclass.aueb.gr/modules/document/file.php/INF423/flow.txt

Week 3: Explainability

data:https://eclass.aueb.gr/modules/document/file.php/INF423/data.zip% Lime: https://colab.research.google.com/drive/1we0ZcOsvCpv4EFFJkkCbn54kqj7TWBGb?usp=sharing% Anchors: https://colab.research.google.com/drive/1au-UnS3VJ0lOn9ZqlB4-w4IaljpjsnB9?usp=sharing% Dice: https://colab.research.google.com/drive/1Oq4osY77qplCt_OGLsBdODiUOhJc6mLK?usp=sharing%

Week 4: Visual Summarization

BertTopic Notebook: https://colab.research.google.com/drive/1XJvuhvfgsa5p3AqlYfXil0PacEuTcaLL
Instagram Notebook: https://colab.research.google.com/drive/1j3TMZz-oKuQewxd518YiZEfuRiSLyu3e?usp=sharing
Captioned Image Datasets: https://paperswithcode.com/datasets?task=image-captioning

Week 5: RecSys I

Notebook: https://colab.research.google.com/drive/1uVm_rNgX6PA0-Ks3NahW3cwyK_Xb0tyf?usp=sharing
% data: https://eclass.aueb.gr/modules/document/file.php/INF423/ml-latest-small.zip

Week 6: RecSys II

https://colab.research.google.com/drive/1a7ZS7tlccT4eHc_iG-0JfkUoYkzOShLb?usp=sharing

Week 7: Time Series

https://eclass.aueb.gr/modules/document/file.php/INF423/time-series-2024.zip

Week 8: Basket Analysis & Segmentation

https://colab.research.google.com/drive/1r_Cbicogkg4DDZ26cgLuz0CXvVhyRFze?usp=sharing https://eclass.aueb.gr/modules/document/file.php/INF423/data.csv
https://colab.research.google.com/drive/1l-12E6uO_dvOabbD3P723mxyO8QKgk9B?usp=sharing https://eclass.aueb.gr/modules/document/file.php/INF423/Online%20Retail.xlsx
https://colab.research.google.com/drive/1dCGi02Dp1ot8UZdqvi4lS-La7KzFdiaw?usp=sharing https://eclass.aueb.gr/modules/document/file.php/INF423/Market_Basket_Optimisation.csv

Week 9: Interview Best Practices

https://eclass.aueb.gr/modules/document/file.php/INF423/interview-best-practices-2024.zip