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https://github.com/dsite42/capstone_project_rossmann
This is the final project of my 6-month training as a Certified Data Scientist at XDi - Experience Design Institut GmbH
https://github.com/dsite42/capstone_project_rossmann
data-science data-visualization machine-learning plotly python regression-models reports
Last synced: 5 days ago
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This is the final project of my 6-month training as a Certified Data Scientist at XDi - Experience Design Institut GmbH
- Host: GitHub
- URL: https://github.com/dsite42/capstone_project_rossmann
- Owner: Dsite42
- Created: 2024-02-27T14:33:17.000Z (9 months ago)
- Default Branch: main
- Last Pushed: 2024-03-24T15:11:51.000Z (8 months ago)
- Last Synced: 2024-03-24T17:44:06.879Z (8 months ago)
- Topics: data-science, data-visualization, machine-learning, plotly, python, regression-models, reports
- Language: Jupyter Notebook
- Homepage:
- Size: 26.7 MB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Capstone Projekt Rossmann
This is the final project of my 6-month training as a Certified Data Scientist at XDi - Experience Design Institut GmbH.
These are the key topics and learning fields from the training:
Python | Pandas | NumPy | Matplotlib | Seaborn | Data- preprocessing, -scaling and -transformation | EDA | Supervised / Unsupervised ML | Scikit-learn | kNN | Overfitting and underfitting | Linear Models | Decision trees | Ensembles und Random Forests | Support Vector Machines (SVM) | Neural networks and deep learning | Dimension reduction / PCA | Image analysis | Cluster analysis | Cross-validation | Grid search | Evaluation metrics | Pipelines | NLP
## General tasks
- Determine the key factors that influence sales and revenue
- Create strategies for the management to improve the business
- Build a standardized forecasting model which can predict the sales figures for the next eight weeks for each store.
- Generate a report with information on the overall performance of the 1115 stores as well as individual performance reports for each store.
## Find the large files with all outputs here as pdf
[Capstone Projekt Rossmann - 1. Intro and EDA.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%201.%20Intro%20and%20EDA.pdf)
[Capstone Projekt Rossmann - 2. Feature Engineering.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%202.%20Feature%20Engineering.pdf)
[Capstone Projekt Rossmann - 3. Predictive Modeling.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%203.%20Predictive%20Modeling.pdf)
[Capstone Projekt Rossmann - 4. Reports.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%204.%20Reports.pdf)
[Capstone Projekt Rossmann - 5. Summary.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%205.%20Summary.pdf)
## Summary
