bmstu_bachelor_qualification_work

Bachelor qualification work (2021)

https://towardsdatascience.com/tf-term-frequency-idf-inverse-document-frequency-from-scratch-in-python-6c2b61b78558

https://towardsdatascience.com/model-selection-in-text-classification-ac13eedf6146

https://medium.com/analytics-vidhya/demonstrating-calculation-of-tf-idf-from-sklearn-4f9526e7e78b

https://github.com/Raven-SL/ru-pnames-list

https://www.sklearn.org/auto_examples/applications/plot_out_of_core_classification.html#sphx-glr-auto-examples-applications-plot-out-of-core-classification-py

https://timofey.pro/Ng

https://towardsdatascience.com/introduction-to-linear-regression-and-polynomial-regression-f8adc96f31cb

https://towardsdatascience.com/introduction-to-logistic-regression-66248243c148

https://github.com/perborgen/LogisticRegression/blob/780e03825bf557f455ba094839b5485b492c9204/logistic.py#L127

https://vc.ru/dev/72964-obuchenie-logisticheskoy-regressii

https://stackoverflow.com/questions/54238493/what-is-the-search-prediction-time-complexity-of-logistic-regression

https://nlp.stanford.edu/IR-book/html/htmledition/naive-bayes-text-classification-1.html

http://www.machinelearning.ru/wiki/images/7/79/Biomed_engin_2020_mdv_pres.pdf

http://bazhenov.me/blog/2012/07/21/classification-performance-evaluation.html

https://www.mariakhalusova.com/posts/2019-04-17-ml-model-evaluation-metrics-p2/

https://hub.packtpub.com/implementing-3-naive-bayes-classifiers-in-scikit-learn/

http://www.machinelearning.ru/wiki/images/e/ed/Voron-ML-Bayes.pdf

http://www2.aueb.gr/users/ion/docs/ceas2006_paper.pdf

https://stackoverflow.com/questions/62658215/convergencewarning-lbfgs-failed-to-converge-status-1-stop-total-no-of-iter

https://stackoverflow.com/questions/38640109/logistic-regression-python-solvers-defintions/52388406#52388406

http://www.machinelearning.ru/wiki/images/0/02/Romanenko2012bach.pdf

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[1] https://www.ibm.com/cloud/learn/machine-learning

[2] https://www.sciencedirect.com/topics/computer-science/supervised-learning

[3] https://habr.com/ru/post/101338/

[4] https://monkeylearn.com/what-is-text-classification/

[5] http://neerc.ifmo.ru/wiki/index.php?title=Классификация_текстов_и_анализ_тональности

[6] Автоматическая обработка текстов на естественном языке и компьютерная лингвистика / Большакова Е.И., Клышинский Э.С., Ландэ Д.В., Носков А.А., Пескова О.В., Ягунова Е.В, - М.: МИЭМ, 2011

(https://www.analyticsvidhya.com/blog/2017/09/naive-bayes-explained/)

[7] https://www.amazon.com/Applied-Predictive-Modeling-Max-Kuhn/dp/1461468485/ref=as_li_ss_tl?keywords=applied+predictive+modeling&qid=1568061927&s=gateway&sr=8-1&linkCode=sl1&tag=inspiredalgor-20&linkId=ff4be2af39a817cd4a78741bc87ac094&language=en_US

[8] https://arxiv.org/pdf/1902.06242.pdf

[9] https://nlp.stanford.edu/IR-book/html/htmledition/rocchio-classification-1.html

[10] https://www.datacamp.com/community/tutorials/k-nearest-neighbor-classification-scikit-learn

[11] https://dhirajkumarblog.medium.com/top-4-advantages-and-disadvantages-of-support-vector-machine-or-svm-a3c06a2b107

[12] https://neerc.ifmo.ru/wiki/index.php?title=Оценка_качества_в_задачах_классификации_и_регрессии#.D0.90.D0.BA.D0.BA.D1.83.D1.80.D0.B0.D1.82.D0.BD.D0.BE.D1.81.D1.82.D1.8C_.28.D0.B0.D0.BD.D0.B3.D0.BB._Accuracy.29