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ann_designer

https://github.com/jinkyohan/ann_designer

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (4.2%) to scientific vocabulary
Last synced: 10 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: JinkyoHan
  • License: mit
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 13.7 KB
Statistics
  • Stars: 1
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created almost 3 years ago · Last pushed over 1 year ago
Metadata Files
Readme License Citation

README.md 

        ######################
        #    ANN Designer    #
        #     ver 1.0.0      #
        ######################

Written by Jinkyo Han, OST, SNU NAOE

38jinkyo@snu.ac.kr

Supervised by Do Kyun Kim, OST, SNU NAOE

Input:

# 1) your dataset
# 2) parameters for optimization: search space, threshold, n_calls, ...

Output:

# 1) hyperparameters-model performance set, by csv file
# 2) full-trained optimal model by '.h5'
# 3) convergence plot for BOwGP optimization

Algorithm

# Search Space : manually defined
# Search Strategy : BOwGP - "n_calls" should be adjusted as needed
# Estimation : Early Stopping, by nu-SVR, at 25% learning curve - "threshold" should be adjusted as needed
    # ref: Baker et al. (2017), Accelerationg NAS using performance prediction.
    # NuSVR would be pretrained, with "n_samples" of dataset.
        # Learning Curve at 25% epochs - Final val_loss
# Early Stopping : implemented by tensorflow.keras

Owner

  • Login: JinkyoHan
  • Kind: user

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Han"
  given-names: "Jinkyo"
  orcid: "https://orcid.org/0009-0003-2390-3659"
title: "ANN with Quick Bayesian Optimization"
version: 1.0.0
date-released: 2023-11-01
url: "https://github.com/JinkyoHan/ANN_Designer"

GitHub Events

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Last Year
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