Automated-Manual-Comparison

(★ 324)

Automated vs Manual Feature Engineering Comparison. Implemented using Featuretools.

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Download Latest Version (.zip)

- - automated-manual_features.png
  - featuretools_mostimportant.png
  - results_table.png
- - Damage Propagation Modeling.pdf
  - readme.txt
  - RUL_FD001.txt
  - RUL_FD002.txt
  - RUL_FD003.txt
  - RUL_FD004.txt
  - test_FD001.txt
  - test_FD002.txt
  - test_FD003.txt
  - test_FD004.txt
  - train_FD001.txt
  - train_FD002.txt
  - train_FD003.txt
  - train_FD004.txt
- - Automated Engine Life.ipynb
  - Manual Engine Life.ipynb
  - utils.py
- readme.md
- AutomatedFeatureEngineering.png
- AutomatedProcess.png
- cover_extended_edition.jpg
- dask.svg
- dask_logo.png
- FeatureLabs.png
- features_comparison.png
- featuretools.png
- featuretools_mostimportant.png
- ManualFeatureEngineering.png
- ManualProcess.png
- Modeling Pipeline Comparison.png
- modeling_pipeline_comparison_480.png
- potential_cover.jpg
- potential_cover_2.jpeg
- ProcessesDiagram.png
- results_comparison.png
- score_comparison.png
- SemiAutoFeatureEngineering.png
- time_comparison.png
- time_on_aws.png
- time_on_macbook.png
- - feature_matrix_example.png
  - features_comparison.png
  - featuretools.png
  - final_data_subset.png
  - Home Credit Feature Engineering.png
  - home_credit_data.png
  - new_dask_runtime.png
  - old_dask_runtime.png
  - partitions.png
  - process_workers.png
  - profile.png
  - profile2.png
  - score_comparison.png
  - status.png
  - subset_of_data.png
  - system.png
  - task_graph.png
  - task_graph_start.png
  - task_stream.png
  - taskgraph_completing.png
  - taskgraph_inprogress.png
  - taskstream_inprogress.png
  - threads_workers.png
  - time_comparison.png
  - workers_utilized.png
- - app_types.txt
  - cprof.txt
  - feature_defs_new.txt
  - features.txt
  - features_expanded.txt
  - previous_types.txt
  - prof.txt
  - rprof.txt
- - Automated Loan Repayment.ipynb
  - Feature Matrix with Dask EntitySet.ipynb
  - Feature Selection.ipynb
  - Featuretools on Dask.ipynb
  - Manual Loan Repayment.ipynb
  - profile.html
  - Results.ipynb
  - Semi-Automated Loan Repayment.ipynb
  - utils.py
- - ft.py
  - random_search.py
  - random_search.slurm
- readme.md
- - customer_example.png
  - customer_example_plot.png
  - data_table.png
  - Home Credit Feature Engineering.png
  - most_important.png
  - order_totals.png
  - results_comparison.png
  - single_customer_features.png
  - single_customer_labels.png
- - Online Retail.xlsx
- - Automated Retail Spending.ipynb
  - Manual Retail Spending.ipynb
  - utils.py
- readme.md
.gitignore
LICENSE
README.md
requirements.txt

# Installation Guide

1. Get the code

git clone https://github.com/alteryx/Automated-Manual-Comparison

Downloads the entire project code from GitHub to your computer.

cd Automated-Manual-Comparison

Moves into the project folder you just downloaded.

2. Python

Easy Recommended

Prerequisites

Git Needed to download the project code from GitHub.
Python 3 On Windows, be sure to check 'Add Python to PATH' during installation.

pip install -r requirements.txt

Installs the Python libraries listed in requirements.txt (or similar).

jupyter notebook

Launches Jupyter in your browser so you can open and run the notebook (.ipynb) files.

✅ If it runs without errors and prints output in the terminal, it worked.