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ActiveLearningProj

query_strategies modify the active learning strategies to serve a streaming pool

How to run this project experiments

simple_linreg_exp.py is the experiment for linear regression. Specify parameters as follows:

-n := num_rounds (default = 10)
-c := num_coeffs (default = 5)
-s := initial_sample_sz (default = 20)
-p := pool_sz (default = 1000)
-b := budget (default = 10)
-i := iter_per_algo (default = 10)
-l := long_experiment (default = false)
-v := verbose mode (default = false)

Example run command:

python3 simple_linreg_exp.py -n 1000 -c 2 -b 1 -p 1000

Developer's Corner:

Contributing Summary

  • To format code, run black .
  • To lint code, run flake8 .
  • To install requirements, run pip install -r requirements.txt

Contributing

  1. Fork this Repo
  2. Clone the Repo onto your computer -- You may need to setup an SSH Key on your device.
  • Run pip install -r requirements.txt to get all the packages you need.
  1. Create a branch (git checkout -b new-feature)
  2. Make Changes
  3. Run necessary quality assurance tools
  1. Add your changes (git commit -am "Commit Message" or git add <whatever files/folders you want to add> followed by git commit -m "Commit Message")
  2. Push your changes to the repo (git push origin new-feature)
  3. Create a pull request

Code Quality Tools

black formatter automatically formats code

  1. Run pip install black to get the package.
  2. After making changes, run black ./.

flake8 lints code

Notifies you if any code is not currently up to Python standards.

  1. Run pip install flake8 to get the package.
  2. After making changes, run flake8.

activelearningproj's People

Contributors

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Watchers

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