{"id":20230012,"url":"https://github.com/dsite42/capstone_project_rossmann","last_synced_at":"2026-05-15T18:32:45.083Z","repository":{"id":229486078,"uuid":"764130404","full_name":"Dsite42/Capstone_Project_Rossmann","owner":"Dsite42","description":"This is the final project of my 6-month training as a Certified Data Scientist at XDi - Experience Design Institut GmbH","archived":false,"fork":false,"pushed_at":"2024-03-24T15:11:51.000Z","size":28013,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-10-22T16:55:05.390Z","etag":null,"topics":["data-science","data-visualization","machine-learning","plotly","python","regression-models","reports"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/Dsite42.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2024-02-27T14:33:17.000Z","updated_at":"2024-03-24T15:46:48.000Z","dependencies_parsed_at":"2024-03-24T17:54:13.578Z","dependency_job_id":null,"html_url":"https://github.com/Dsite42/Capstone_Project_Rossmann","commit_stats":null,"previous_names":["dsite42/capstone_project_rossmann"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/Dsite42/Capstone_Project_Rossmann","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Dsite42%2FCapstone_Project_Rossmann","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Dsite42%2FCapstone_Project_Rossmann/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Dsite42%2FCapstone_Project_Rossmann/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Dsite42%2FCapstone_Project_Rossmann/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Dsite42","download_url":"https://codeload.github.com/Dsite42/Capstone_Project_Rossmann/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Dsite42%2FCapstone_Project_Rossmann/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":33074840,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-15T11:35:32.926Z","status":"ssl_error","status_checked_at":"2026-05-15T11:35:31.362Z","response_time":103,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-science","data-visualization","machine-learning","plotly","python","regression-models","reports"],"created_at":"2024-11-14T07:37:57.905Z","updated_at":"2026-05-15T18:32:45.055Z","avatar_url":"https://github.com/Dsite42.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Capstone Projekt Rossmann\nThis is the final project of my 6-month training as a Certified Data Scientist at XDi - Experience Design Institut GmbH.\n\nThese are the key topics and learning fields from the training:  \nPython | 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\n\n## General tasks\n- Determine the key factors that influence sales and revenue\n- Create strategies for the management to improve the business\n- Build a standardized forecasting model which can predict the sales figures for the next eight weeks for each store.\n- Generate a report with information on the overall performance of the 1115 stores as well as individual performance reports for each store.\n\n## Find the large files with all outputs here as pdf\n[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)  \n[Capstone Projekt Rossmann - 2. Feature Engineering.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%202.%20Feature%20Engineering.pdf)  \n[Capstone Projekt Rossmann - 3. Predictive Modeling.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%203.%20Predictive%20Modeling.pdf)  \n[Capstone Projekt Rossmann - 4. Reports.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%204.%20Reports.pdf)  \n[Capstone Projekt Rossmann - 5. Summary.pdf](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/Capstone%20Projekt%20Rossmann%20-%205.%20Summary.pdf)\n\n## Summary\n![Summary8](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_1.png)\n![Summary1](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_2.png)\n![Summary2](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_3.png)\n![Summary3](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_4.png)\n![Summary4](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_5.png)\n![Summary5](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_6.png)\n![Summary6](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_7.png)\n![Summary7](https://github.com/Dsite42/Capstone_Project_Rossmann/blob/main/readme/Capstone%20Projekt%20Rossmann%20-%205.%20Summary_8.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdsite42%2Fcapstone_project_rossmann","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdsite42%2Fcapstone_project_rossmann","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdsite42%2Fcapstone_project_rossmann/lists"}