https://github.com/drivendata/data-science-is-software

https://github.com/drivendata/data-science-is-software

Last synced: 16 days ago
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• Host: GitHub
• URL: https://github.com/drivendata/data-science-is-software
• Owner: drivendata
• License: mit
• Created: 2016-07-06T15:07:17.000Z (almost 9 years ago)
• Default Branch: master
• Last Pushed: 2021-04-23T17:47:42.000Z (almost 4 years ago)
• Last Synced: 2025-03-30T20:12:06.881Z (23 days ago)
• Language: Jupyter Notebook
• Size: 26 MB
• Stars: 318
• Watchers: 23
• Forks: 122
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

• jimsghstars - drivendata/data-science-is-software - (Jupyter Notebook)

README

        
# Data science is Software: #lifehacks for the Jupyer data scientist

----------

### Materials for the 1.5 hr talk: (Updated for ODSC East 2017)

[![ODSC 2017 Video](https://img.youtube.com/vi/HM56wCNxCnQ/0.jpg)](https://www.youtube.com/watch?v=HM56wCNxCnQ)

 - [Slides](https://github.com/drivendata/data-science-is-software/blob/master/slides/Data%20Science%20is%20Software%20-%201hr%20lecture%20-%20Slides.pdf)

 - [Commandline Demo Script](https://github.com/drivendata/data-science-is-software/blob/master/slides/commandline_script.md)

 - [Jupyter Notebook](https://github.com/drivendata/data-science-is-software/blob/master/notebooks/1-hr-lecture.ipynb)

 - [Example project that was created during the talk](https://github.com/pjbull/pumps)

```

.

├── data

│   └── raw

│       ├── pumps_train_labels.csv

│       └── pumps_train_values.csv

├── LICENSE

├── notebooks

│   ├── labs

│   │   ├── 2.0-environment-lab.ipynb

│   │   ├── 2.0-environment-solution.ipynb

│   │   ├── 3.0-refactoring-lab.ipynb

│   │   ├── 3.0-refactoring-solution.ipynb

│   │   └── 4.0-testing-lab.ipynb

│   └── lectures

│       ├── 2.0-environment.ipynb

│       ├── 3.0-refactoring.ipynb

│       └── 4.0-testing.ipynb

├── README.md

├── requirements.txt

├── setup.cfg

└── src

    ├── features

    │   ├── build_features.py

    │   └── preprocess_solution.py

    ├── __init__.py

    ├── mcmc

    │   └── hamiltonian.py

    ├── model

    │   └── train_model_solution.py

    ├── tests

    │   ├── example.py

    │   ├── __init__.py

    │   ├── test_example.py

    │   └── test_lab4_solutions.py

    └── utils.py

```