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Group LASSO with Asymmetric Structure Estimation for Multi-Task Learning

License: GNU General Public License v3.0

Python 99.41% HTML 0.59%
machine-learning machine-learning-algorithms multi-class-classification multi-task-learning multiple-linear-regression multiple-output-regression

gamtl's Introduction

Hi there 👋

I am Saullo Oliveira, Researcher Professor at Pontifícia Universidade Católica de Campinas (PUC-Campinas).

  • 🌱 My main research interests are Multi-Task Learning, Structured Sparsity, Non-Convex Optimization, Natural Language Processing.
  • 📫 For more information you can check out my website =) http://sholiveira.com, or reach me on LinkedIn.

gamtl's People

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gamtl's Issues

Remove unused files

Some files are not necessary for replication and should be removed from repository:

  • real_datasets.py
  • gamtl_debug.py
  • gamtl2.py
  • mtsgl.py

Translate Portuguese comments / documentation to English

Files below present comments and print messages in Portuguese-BR:

  • exp_var_m_art.py
  • exp_var_m.py
  • test_environment.py
  • datasets.py
  • hyper_params.py:450
  • plot_print.py
  • amtl.py

All comments should be in English, and following the same pattern.

Remove experimental formulations

Remove experimental formulations and settings for GAMTL.
Here are some examples:

  • Cross cost:
    classification.py:147
    regression: 125
  • GAMTL2

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