├── .github ├── FUNDING.yml └── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── .gitignore ├── LICENSE ├── README.md ├── _config.yml ├── _static └── myfile.css ├── _toc.yml ├── chapters ├── bibliography.md ├── chap1 │ ├── 1-surveys.md │ ├── 2-why-inversion.md │ └── chap1.md ├── chap2 │ ├── 1-grav.md │ ├── 2-mag.md │ ├── 3-sp-py.ipynb │ ├── 4-ip.md │ └── chap2.md ├── chap3 │ ├── 1-ls.md │ ├── 2-lm.md │ ├── 3-svd.md │ └── chap3.md ├── chap4 │ ├── 0-mc.md │ ├── 1-sa.md │ ├── 2-vfsa.md │ ├── 3-pso.md │ ├── 4-ga.md │ └── chap4.md ├── chap5 │ ├── 1-sl.md │ ├── 2-ul.md │ ├── 3-nn.md │ └── chap5.md └── preface.md ├── data ├── SP_Dataset.pickle ├── SP_syn_data.pickle └── references.bib ├── docs ├── ml_inv_geo.pdf └── ml_inv_geo.tex ├── figures ├── chap1 │ └── tutorials │ │ ├── interpretation.jpg │ │ ├── surveys.png │ │ ├── techniques-targets.png │ │ └── why-inversion.png ├── chap2 │ ├── results │ │ ├── noise_distribution.png │ │ └── syntethic_data.png │ └── tutorials │ │ └── fwd.png ├── chap3 │ └── results │ │ └── sp_dls_inv_result.png ├── chap5 │ ├── results │ │ ├── training_dataset.png │ │ └── validation_dataset.png │ └── tutorials │ │ └── mlp.png ├── images │ └── favicon.ico └── logos │ ├── ezygeo.png │ └── figshare.png ├── home.md ├── requirements.txt └── sources ├── bash └── install_octave.sh ├── colab └── fwd_sp.ipynb ├── notebook └── fwd_sp.ipynb ├── octave └── fwd_grav_circle.m └── python ├── derrivatives.py ├── fwd_sp.py ├── fwd_sp_circle.py ├── mlp.py ├── sp_dls_inversion.py ├── sp_make_dataset.py ├── sp_mlnn.py └── sp_show_dataset.py /.github/FUNDING.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ezygeo-ai/mlgi/HEAD/.github/FUNDING.yml -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | # 📚 **Daftar Pustaka** 2 | 3 | ```{bibliography} 4 | ``` -------------------------------------------------------------------------------- /chapters/chap1/1-surveys.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ezygeo-ai/mlgi/HEAD/chapters/chap1/1-surveys.md -------------------------------------------------------------------------------- /chapters/chap1/2-why-inversion.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ezygeo-ai/mlgi/HEAD/chapters/chap1/2-why-inversion.md -------------------------------------------------------------------------------- /chapters/chap1/chap1.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ezygeo-ai/mlgi/HEAD/chapters/chap1/chap1.md 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-------------------------------------------------------------------------------- 1 | # Singular Value Decomposition (SVD) 2 | 3 | ```{contents} 4 | :local: 5 | ``` -------------------------------------------------------------------------------- /chapters/chap3/chap3.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ezygeo-ai/mlgi/HEAD/chapters/chap3/chap3.md -------------------------------------------------------------------------------- /chapters/chap4/0-mc.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ezygeo-ai/mlgi/HEAD/chapters/chap4/0-mc.md -------------------------------------------------------------------------------- /chapters/chap4/1-sa.md: -------------------------------------------------------------------------------- 1 | # Simulated Annealing (SA) 2 | 3 | ```{contents} 4 | :local: 5 | ``` 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