paper.bib

@Article{Shalev-Shwartz:2011,
    author={Shalev-Shwartz, Shai and Singer, Yoram and Srebro, Nathan and Cotter, Andrew},
    title={PegasosClassifier: primal estimated sub-gradient solver for SVM},
    journal={Mathematical Programming},
    year={2011},
    month={Mar},
    day={01},
    volume={127},
    number={1},
    pages={3-30},
    issn={1436-4646},
    doi={10.1007/s10107-010-0420-4},
    comment={https://www.cs.huji.ac.il/~shais/papers/ShalevSiSrCo10.pdf}
}

@Misc{Lobianco:2020,
  author = {Lobianco, Antonello},
  title = {Student's notes (2020 run) of the MITx 6.86x course},
  howpublished = {GitHub repository},
  year = {2020},
  url = {https://github.com/sylvaticus/MITx_6.86x},
}

@Misc{Yuret:2016,
  author = {Yuret, Deniz},
  title = {Knet.jl},
  howpublished = {GitHub repository},
  year = {2016},
  url = {https://github.com/denizyuret/Knet.jl},
}


@software{Blaom:2019,
  author       = {Anthony Blaom and Franz Kiraly and Thibaut Lienart and Sebastian Vollmer},
  title        = {MLJ, A Machine Learning Framework for Julia},
  year         = 2019,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.3541505},
}

@article{Innes:2018,
  author    = {Mike Innes},
  title     = {Flux: Elegant Machine Learning with Julia},
  journal   = {Journal of Open Source Software},
  year      = {2018},
  doi       = {10.21105/joss.00602},
}

% elu function:
@misc{Clevert:2015,
    title={Fast and Accurate Deep Network Learning by Exponential Linear Units (ELUs)},
    author={Djork-Arné Clevert and Thomas Unterthiner and Sepp Hochreiter},
    year={2015},
    eprint={1511.07289},
    archivePrefix={arXiv},
    primaryClass={cs.LG},
    url={https://arxiv.org/abs/1511.07289v5}
}

% celu function...
@misc{Barron:2017,
    title={Continuously Differentiable Exponential Linear Units},
    author={Jonathan T. Barron},
    year={2017},
    eprint={1704.07483},
    archivePrefix={arXiv},
    primaryClass={cs.LG},
    url = {https://arxiv.org/abs/1704.07483https://arxiv.org/abs/1704.07483}
}

% plu function...
@misc{Nicolae:2018,
    title={PLU: The Piecewise Linear Unit Activation Function},
    author={Andrei Nicolae},
    year={2018},
    eprint={1809.09534},
    archivePrefix={arXiv},
    primaryClass={cs.NE}
}

% softplus function...
@Article{Glorot:2011,
 author  = {Glorot, Xavier and  Bordes, Antoine and Bengio, Yoshua},
 title   = {Deep Sparse Rectifier Neural Networks},
 journal = {Proceedings of Machine Learning Research},
 year    = {2011},
 volume  = {15},
 pages   = {315-323},
 url     = {http://proceedings.mlr.press/v15/glorot11a/glorot11a.pdf},
}

% Mish function...
@misc{Misra:2019,
    title   = {Mish: A Self Regularized Non-Monotonic Neural Activation Function},
    author  = {Diganta Misra},
    year    = {2019},
    eprint  = {1908.08681},
    archivePrefix = {arXiv},
    primaryClass  = {cs.LG},
    url     = {https://arxiv.org/abs/1908.08681}
}

% Zygote package...
@misc{Innes:2018b,
    title={Don't Unroll Adjoint: Differentiating SSA-Form Programs},
    author={Michael Innes},
    year={2018},
    eprint={1810.07951},
    archivePrefix={arXiv},
    primaryClass={cs.PL},
    url={https://arxiv.org/abs/1810.07951}
}

% ADAM Optimisation algorithms
@misc{Kingma:2014,
    title={Adam: A Method for Stochastic Optimization},
    author={Diederik P. Kingma and Jimmy Ba},
    year={2014},
    eprint={1412.6980},
    archivePrefix={arXiv},
    primaryClass={cs.LG},
    url={https://arxiv.org/abs/1412.6980}
}

% ScikitLearn.jl package...
@Misc{St-Jean:2020,
  author = {St-Jean, Cédric and Okon, Samuel},
  title = {ScikitLearn.jl: Julia implementation of the scikit-learn API},
  howpublished = {GitHub repository},
  year = {2020},
  url = {https://github.com/cstjean/ScikitLearn.jl},
}

% AutoMLPipeline.jl package...
@Misc{Paulito:2020,
  author = {Palmes, Paulito},
  title = { AutoMLPipeline.jl: A package that makes it trivial to create and evaluate machine learning pipeline architectures.},
  howpublished = {GitHub repository},
  year = {2020},
  url = {https://github.com/IBM/AutoMLPipeline.jl},
}

% JuliaCall package
@Article{Li:2019,
    author = {Changcheng Li},
    title = {{JuliaCall}: an {R} package for seamless integration between {R} and {Julia}},
    journal = {The Journal of Open Source Software},
    publisher = {The Open Journal},
    year = {2019},
    volume = {4},
    number = {35},
    pages = {1284},
    doi = {10.21105/joss.01284},
  }

% PyJulia
@software{Arakaki:2020,
  author       = {Takafumi Arakaki and
                  Jake Bolewski and
                  Robin Deits and
                  Keno Fischer and
                  Steven G. Johnson and
                  Matthias Bussonnier and
                  Isaiah Norton and
                  Páll Haraldsson and
                  Matthew Rocklin and
                  Tsur and
                  Viral B. Shah and
                  Daniel Soto and
                  eslgastal and
                  Elias Kuthe and
                  jakirkham and
                  Marius Millea and
                  grahamgill and
                  fnmdx111 and
                  Alex Arslan and
                  Darren Christopher Lukas and
                  David Nadlinger and
                  Lilian Besson and
                  Sheehan Olver and
                  Taine Zhao and
                  scls19fr},
  title        = {JuliaPy/pyjulia: PyJulia},
  month        = nov,
  year         = 2020,
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.4294939},

}