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https://github.com/litfirefly/MLQuestions#65-machine-learning-interview-questions-2023
Natural Language Processing (NLP) Interview Questions 2023https://github.com/andrewekhalel/MLQuestions/tree/master/NLP
https://github.com/litfirefly/MLQuestions#recently-added-natural-language-processing-nlp-interview-questions-2023
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#1-whats-the-trade-off-between-bias-and-variance-src
[src]https://towardsdatascience.com/understanding-the-bias-variance-tradeoff-165e6942b229
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#2-what-is-gradient-descent-src
[Answer]https://machinelearningmastery.com/gradient-descent-for-machine-learning/
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#3-explain-over--and-under-fitting-and-how-to-combat-them-src
[Answer]https://towardsdatascience.com/overfitting-vs-underfitting-a-complete-example-d05dd7e19765
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#4-how-do-you-combat-the-curse-of-dimensionality-src
[src]https://towardsdatascience.com/why-and-how-to-get-rid-of-the-curse-of-dimensionality-right-with-breast-cancer-dataset-7d528fb5f6c0
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#5-what-is-regularization-why-do-we-use-it-and-give-some-examples-of-common-methods-src
[src]https://towardsdatascience.com/regularization-in-machine-learning-76441ddcf99a
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#6-explain-principal-component-analysis-pca-src
[Answer]https://towardsdatascience.com/a-one-stop-shop-for-principal-component-analysis-5582fb7e0a9c
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#7-why-is-relu-better-and-more-often-used-than-sigmoid-in-neural-networks-src
[src1]https://medium.com/the-theory-of-everything/understanding-activation-functions-in-neural-networks-9491262884e0
[src2]https://stats.stackexchange.com/questions/126238/what-are-the-advantages-of-relu-over-sigmoid-function-in-deep-neural-networks
receptive fieldhttps://www.quora.com/What-is-a-receptive-field-in-a-convolutional-neural-network
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#8-given-stride-s-and-kernel-sizes--for-each-layer-of-a-1-dimensional-cnn-create-a-function-to-compute-the-receptive-field-of-a-particular-node-in-the-network-this-is-just-finding-how-many-input-nodes-actually-connect-through-to-a-neuron-in-a-cnn-src
connected componentshttp://aishack.in/tutorials/labelling-connected-components-example/
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#9-implement-connected-components-on-an-imagematrix-src
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#10-implement-a-sparse-matrix-class-in-c-src
[Answer]https://www.geeksforgeeks.org/sparse-matrix-representation/
integral imagehttps://en.wikipedia.org/wiki/Summed-area_table
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#11-create-a-function-to-compute-an-integral-image-and-create-another-function-to-get-area-sums-from-the-integral-imagesrc
[Answer]https://www.geeksforgeeks.org/submatrix-sum-queries/
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#12-how-would-you-remove-outliers-when-trying-to-estimate-a-flat-plane-from-noisy-samples-src
[src]https://en.wikipedia.org/wiki/Random_sample_consensus
CBIRhttps://www.robots.ox.ac.uk/~vgg/publications/2013/arandjelovic13/arandjelovic13.pdf
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#13-how-does-cbir-work-src
[Answer]https://en.wikipedia.org/wiki/Content-based_image_retrieval
optical flowhttp://www.ncorr.com/download/publications/bakerunify.pdf
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#14-how-does-image-registration-work-sparse-vs-dense-optical-flow-and-so-on-src
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#15-describe-how-convolution-works-what-about-if-your-inputs-are-grayscale-vs-rgb-imagery-what-determines-the-shape-of-the-next-layersrc
[src1]https://dev.to/sandeepbalachandran/machine-learning-convolution-with-color-images-2p41
[src2]https://stackoverflow.com/questions/70231487/output-dimensions-of-convolution-in-pytorch
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#16-talk-me-through-how-you-would-create-a-3d-model-of-an-object-from-imagery-and-depth-sensor-measurements-taken-at-all-angles-around-the-object-src
[src]https://www.mathworks.com/help/vision/ug/structure-from-motion.html
[src]https://www.youtube.com/watch?v=Zwwty2qPNs8
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#17-implement-sqrtconst-double--x-without-using-any-special-functions-just-fundamental-arithmetic-src
[Answer]https://math.stackexchange.com/questions/732540/taylor-series-of-sqrt1x-using-sigma-notation
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#18-reverse-a-bitstring-src
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#19-implement-non-maximal-suppression-as-efficiently-as-you-can-src
[src]https://towardsdatascience.com/non-maxima-suppression-139f7e00f0b5
srchttps://www.reddit.com/r/computervision/comments/7gku4z/technical_interview_questions_in_cv/
https://github.com/litfirefly/MLQuestions#20-reverse-a-linked-list-in-place-src
[Answer]https://www.geeksforgeeks.org/reverse-a-linked-list/
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#21-what-is-data-normalization-and-why-do-we-need-it-src
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#22-why-do-we-use-convolutions-for-images-rather-than-just-fc-layers-src
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#23-what-makes-cnns-translation-invariant-src
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#24-why-do-we-have-max-pooling-in-classification-cnns-src
benefits of max-poolinghttps://www.coursera.org/learn/convolutional-neural-networks/lecture/hELHk/pooling-layers
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#25-why-do-segmentation-cnns-typically-have-an-encoder-decoder-style--structure-src
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#26-what-is-the-significance-of-residual-networks-src
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#27-what-is-batch-normalization-and-why-does-it-work-src
srchttp://houseofbots.com/news-detail/2849-4-data-science-and-machine-learning-interview-questions
https://github.com/litfirefly/MLQuestions#28-why-would-you-use-many-small-convolutional-kernels-such-as-3x3-rather-than-a-few-large-ones-src
VGGNet paperhttps://arxiv.org/pdf/1409.1556.pdf
srchttps://www.toptal.com/machine-learning/interview-questions
https://github.com/litfirefly/MLQuestions#29-why-do-we-need-a-validation-set-and-test-set-what-is-the-difference-between-them-src
srchttps://www.toptal.com/machine-learning/interview-questions
https://github.com/litfirefly/MLQuestions#30-what-is-stratified-cross-validation-and-when-should-we-use-it-src
srchttps://www.toptal.com/machine-learning/interview-questions
https://github.com/litfirefly/MLQuestions#31-why-do-ensembles-typically-have-higher-scores-than-individual-models-src
srchttps://www.toptal.com/machine-learning/interview-questions
https://github.com/litfirefly/MLQuestions#32-what-is-an-imbalanced-dataset-can-you-list-some-ways-to-deal-with-it-src
srchttps://www.toptal.com/machine-learning/interview-questions
https://github.com/litfirefly/MLQuestions#33-can-you-explain-the-differences-between-supervised-unsupervised-and-reinforcement-learning-src
srchttps://www.toptal.com/machine-learning/interview-questions
https://github.com/litfirefly/MLQuestions#34-what-is-data-augmentation-can-you-give-some-examples-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#35-what-is-turing-test-src
https://github.com/litfirefly/MLQuestions#36-what-is-precision
[src]https://en.wikipedia.org/wiki/Precision_and_recall
https://github.com/litfirefly/MLQuestions#37-what-is-recall
[src]https://en.wikipedia.org/wiki/Precision_and_recall
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#38-define-f1-score-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#39-what-is-cost-function-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#40-list-different-activation-neurons-or-functions-src
https://github.com/litfirefly/MLQuestions#41-define-learning-rate
srchttps://en.wikipedia.org/wiki/Learning_rate
https://github.com/litfirefly/MLQuestions#42-what-is-momentum-wrt-nn-optimization
[src]https://www.quora.com/What-is-the-difference-between-momentum-and-learning-rate
https://github.com/litfirefly/MLQuestions#43-what-is-the-difference-between-batch-gradient-descent-and-stochastic-gradient-descent
[src]https://stats.stackexchange.com/questions/49528/batch-gradient-descent-versus-stochastic-gradient-descent
https://github.com/litfirefly/MLQuestions#44-epoch-vs-batch-vs-iteration
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#45-what-is-vanishing-gradient-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#46-what-are-dropouts-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#47-define-lstm-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#48-list-the-key-components-of-lstm-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#49-list-the-variants-of-rnn-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#50-what-is-autoencoder-name-few-applications-src
srchttps://intellipaat.com/interview-question/artificial-intelligence-interview-questions/
https://github.com/litfirefly/MLQuestions#51-what-are-the-components-of-gan-src
https://github.com/litfirefly/MLQuestions#52-whats-the-difference-between-boosting-and-bagging
[src]https://www.quora.com/Whats-the-difference-between-boosting-and-bagging
[src]https://www.springboard.com/blog/machine-learning-interview-questions/
https://github.com/litfirefly/MLQuestions#53-explain-how-a-roc-curve-works-src
[src]https://www.springboard.com/blog/machine-learning-interview-questions/
https://github.com/litfirefly/MLQuestions#54-whats-the-difference-between-type-i-and-type-ii-error-src
[src]https://www.springboard.com/blog/machine-learning-interview-questions/
https://github.com/litfirefly/MLQuestions#55-whats-the-difference-between-a-generative-and-discriminative-model-src
https://github.com/litfirefly/MLQuestions#56-instance-based-versus-model-based-learning
[src]https://medium.com/@sanidhyaagrawal08/what-is-instance-based-and-model-based-learning-s1e10-8e68364ae084
https://github.com/litfirefly/MLQuestions#57-when-to-use-a-label-encoding-vs-one-hot-encoding
[src]https://www.analyticsvidhya.com/blog/2020/03/one-hot-encoding-vs-label-encoding-using-scikit-learn/
https://github.com/litfirefly/MLQuestions#58-what-is-the-difference-between-lda-and-pca-for-dimensionality-reduction
[src]https://sebastianraschka.com/faq/docs/lda-vs-pca.html
https://github.com/litfirefly/MLQuestions#59-what-is-t-sne
[src]https://towardsdatascience.com/an-introduction-to-t-sne-with-python-example-5a3a293108d1
https://github.com/litfirefly/MLQuestions#60-what-is-the-difference-between-t-sne-and-pca-for-dimensionality-reduction
[src]https://towardsdatascience.com/an-introduction-to-t-sne-with-python-example-5a3a293108d1
https://github.com/litfirefly/MLQuestions#61-what-is-umap
[src]https://arxiv.org/abs/1802.03426#:~:text=UMAP%20
https://github.com/litfirefly/MLQuestions#62-what-is-the-difference-between-t-sne-and-umap-for-dimensionality-reduction
[src]https://pair-code.github.io/understanding-umap/
https://github.com/litfirefly/MLQuestions#63-how-random-number-generator-works-eg-rand-function-in-python-works
[src]https://en.wikipedia.org/wiki/Linear_congruential_generator
https://github.com/litfirefly/MLQuestions#64-given-that-we-want-to-evaluate-the-performance-of-n-different-machine-learning-models-on-the-same-data-why-would-the-following-splitting-mechanism-be-incorrect-
[src]https://towardsdatascience.com/why-do-we-set-a-random-state-in-machine-learning-models-bb2dc68d8431#:~:text=In%20Scikit%2Dlearn%2C%20the%20random,random%20state%20instance%20from%20np.
[src]https://www.kdnuggets.com/2022/10/nlp-interview-questions.html
https://github.com/litfirefly/MLQuestions#65-what-is-the-difference-between-bayesian-vs-frequentist-statistics-src
[src]https://blog.finxter.com/transformer-vs-lstm/#:~:text=LSTM%20models%20consist%20of%20RNN,feed-forward%20neural%20network%20components.
https://github.com/litfirefly/MLQuestions#66-what-is-the-basic-difference-between-lstm-and-transformers-src
[src]https://towardsdatascience.com/learn-rcnns-with-this-toy-dataset-be19dce380ec
https://github.com/litfirefly/MLQuestions#66-what-are-rcnns-src
https://github.com/litfirefly/MLQuestions#contributions
https://github.com/litfirefly/MLQuestions#preparation-resources
All of Statistics: A Concise Course in Statistical Inferencehttps://amzn.to/3r87WGa
Machine Learninghttps://amzn.to/3RdiFK3
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applicationshttps://amzn.to/3LiVgD2
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