Class 1

[1] http://doi.org/10.11591/ijece.v10i1.pp538-548
[2] https://doi.org/10.1063/1.4946894
[3] https://cdn.prod.website-files.com/60ec34540d013784844d2ee2/64ec8e9852ca9f8cc03658d2_z3HquEx2UAG5rV71brkVIqTz-YXbAryEcXLGdMfkqA2qvjBpDemJotaCH7wVAid6dhCYor6t4F0eyfC6AmmN0kttJf04Ln2piwVCTHFi0pp6Mg_qqLs640FAExzdqFFYXWH5xt6qVbTmaqElOsLsnPE.png
[4] https://www.kaggle.com/kaggle-survey-2022
[5] https://businessoverbroadway.com/wp-content/uploads/2021/02/Kaggle_2020_ML_Algorithms_Used.png
[6] https://www.vidora.com/wp-content/uploads/2017/10/Screen-Shot-2017-10-30-at-5.56.10-PM.png
[7] https://blog.gopenai.com/all-word-embedding-techniques-in-depth-768780914f6c
[8] https://dl.acm.org/doi/10.1145/3321408.3321568
[9] https://images.javatpoint.com/tutorial/machine-learning/images/feature-engineering-for-machine-learning2.png
[10] https://medium.com/@tagxdata/data-augmentation-for-computer-vision-b97cbe0bae9e
[11] https://medium.com/@sahilbansal480/data-cleaning-and-preprocessing-9680b71e00c3


Class 2

[1] https://cs.paperswithcode.com/method/sgd
[2] https://allmodelsarewrong.github.io/allmodelsarewrong_files/figure-html/plotoverfit6-1.png
[3] https://allmodelsarewrong.github.io/allmodelsarewrong_files/figure-html/plotoverfit8-1.png
[4] http://gnuplot.info/demo/fit.6.png


Class 3

[1] https://allmodelsarewrong.github.io/allmodelsarewrong_files/figure-html/chd_scatter3-1.png
[2] https://allmodelsarewrong.github.io/allmodelsarewrong_files/figure-html/unnamed-chunk-202-1.png
[3] https://upload.wikimedia.org/wikipedia/commons/thumb/1/13/Roc_curve.svg/2048px-Roc_curve.svg.png
[4] https://sebastianraschka.com/pdf/lecture-notes/stat451fs20/06-trees__notes.pdf


Class 4

[1] https://themlbook.com/
[2] https://magazine.sebastianraschka.com/p/large-language-models-and-nearest
[3] https://sebastianraschka.com/pdf/lecture-notes/stat451fs20/02-knn__notes.pdf
[4] https://medium.com/@aborundiya/activation-function-for-multi-layer-neural-networks-a07ac473f69e
[5] https://medium.com/data-science-365/overview-of-a-neural-networks-learning-process-61690a502fa
[6] https://stanford.edu/~shervine/teaching/cs-229/cheatsheet-deep-learning
[7] https://ieeexplore.ieee.org/document/9223186
[8] https://medium.com/swlh/introduction-to-deep-learning-using-keras-and-tensorflow-part2-284746ab4442


Class 5

[1] https://numxl.com/wp-content/uploads/principal-component-analysis-pca-featured-1024x576.png
[2] https://upload.wikimedia.org/wikipedia/commons/a/ac/Screeplotr.png
[3] https://imakash3011.medium.com/k-means-clustering-ef8e9258d76a
[4] https://www.cs.toronto.edu/~rgrosse/courses/csc311_f20/slides/lec10.pdf
[5] https://media.geeksforgeeks.org/wp-content/uploads/20241028173908396970/Elbow-Method.png