references.bib

@book{bishop2006,
  title={Pattern recognition and machine learning},
  author={Bishop, Christopher M.},
  year={2006},
  publisher={Springer},
  ISBN={978-0-387-31073-2},
  url={https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf}
}

@book{murphy2012,
  title={Machine learning: a probabilistic perspective},
  author={Murphy, Kevin P},
  year={2012},
  publisher={MIT Press},
  url = "http://probml.github.io/book0"
}

@book{murphy2022,
  title = "Probabilistic Machine Learning: An introduction",
  author = "Kevin P. Murphy",
  year = 2022,
  publisher = "MIT Press",
  url = "http://probml.github.io/book1"
}

@book{murphy2023,
  title = "Probabilistic Machine Learning: Advanced Topics",
  author = "Kevin P. Murphy",
  year = 2023,
  publisher = "MIT Press",
  url = "http://probml.github.io/book2"
}

@book{brunton2019,
  title={Data-Driven Science and Engineering: Machine Learning, Dynamical Systems, and Control},
  author={Brunton, Steven L. and Kutz, J. Nathan},
  year={2019},
  DOI={10.1017/9781108380690},
  publisher={Cambridge University Press},
  place={Cambridge},
  url="http://databookuw.com"
}

@misc{cs229notes,
  title = {CS229 Lecture Notes},
  author = {Andrew Ng},
  year = {2022},
  url = "https://cs229.stanford.edu/notes2022fall/main_notes.pdf",
  howpublished = "Running file URL: \url{https://cs229.stanford.edu/main_notes.pdf}"
}

@book{bolstad2009,
 title={Understanding Computational Bayesian Statistics},
 author={Bolstad, William M.},
 year={2009},
 publisher={Wiley},
 ISBN={978-0-470-04609-8},
 url={https://onlinelibrary.wiley.com/doi/book/10.1002/9780470567371},
}

@book{robert2004,
  title={Monte Carlo statistical methods},
  author={Robert, Christian P and Casella, George},
  year={2004},
  publisher={Springer},
  url={https://link.springer.com/book/10.1007/978-1-4757-4145-2}
}

@book{hardt2022,
  title = {Patterns, predictions, and actions: Foundations of machine learning},
  author = {Moritz Hardt and Benjamin Recht},
  year = {2022},
  publisher = {Princeton University Press},
  url = {https://mlstory.org/}
}

@book{boyd2004,
  title={Convex optimization},
  author={Boyd, Stephen P. and Vandenberghe, Lieven},
  year={2004},
  publisher={Cambridge University Press},
  ISBN={978-0-521-83378-3},
  url={https://web.stanford.edu/~boyd/cvxbook/},
}

@article{zhang2021,
    title={Dive into Deep Learning},
    author={Zhang, Aston and Lipton, Zachary C. and Li, Mu and Smola, Alexander J.},
    year={2021},
    journal={arXiv preprint arXiv:2106.11342},
    url={https://d2l.ai/}
}

 @book{nocedal2006,
 title={Numerical optimization},
 author={Nocedal, Jorge and Wright, Stephen J.},
 year={2006},
 publisher={Springer},
 ISBN={978-0-387-30303-1},
 url={https://link.springer.com/book/10.1007/978-0-387-40065-5}
 }

@misc{gaertner2023,
  title = {Optimization for Machine Learning},
  author = {Bernd Gärtner and Martin Jaggi},
  year = {2023},
  url = {https://github.com/epfml/OptML_course/blob/master/lecture_notes/lecture-notes.pdf},
}

@book{goodfellow2016,
    title={Deep Learning},
    author={Ian Goodfellow and Yoshua Bengio and Aaron Courville},
    year={2016},
    publisher={MIT Press},
    url={http://www.deeplearningbook.org}
}

@book{rasmussen2006,
  title={Gaussian Processes for Machine Learning},
  author={Rasmussen, Carl Edward and Williams, Christopher KI},
  year={2006},
  publisher={MIT Press},
  url={https://gaussianprocess.org/gpml/}
}

@misc{duvenaud2014,
  title={Automatic Model Construction with Gaussian Processes},
  author={David Duvenaud},
  year={2014},
  url={https://www.cs.toronto.edu/~duvenaud/thesis.pdf},
}

@misc{baydin2018,
  title={Automatic Differentiation in Machine Learning: a Survey},
  author={Atilim Gunes Baydin and Barak A. Pearlmutter and Alexey Andreyevich Radul and Jeffrey Mark Siskind},
  year={2018},
  url={https://arxiv.org/abs/1502.05767},
}

@misc{maclaurin2016,
  title={Modeling, Inference and Optimization with Composable Differentiable Procedures},
  author={Dougal Maclaurin},
  year={2016},
  url={https://dougalmaclaurin.com/phd-thesis.pdf},
}

@book{bishop2024,
  title={Deep Learning: Foundations and Concepts},
  author={Christopher M. Bishop},
  year={2024},
  url={https://link.springer.com/book/10.1007/978-3-031-45468-4},
}