Machine learning | 273E6C8EFD496634E18C241233FDDDE262E42159

Machine learning

Name	machine-learning	DOWNLOAD Copy Link
Total Size	3.2 GB
Total Files	2012
Hash	273E6C8EFD496634E18C241233FDDDE262E42159

/01_introduction/01_welcome/
01_welcome-to-machine-learning.ar.srt	3.3 KB
01_welcome-to-machine-learning.ar.txt	2.3 KB
01_welcome-to-machine-learning.bn.srt	5.0 KB
01_welcome-to-machine-learning.bn.txt	4.1 KB
01_welcome-to-machine-learning.en.srt	2.4 KB
01_welcome-to-machine-learning.en.txt	1.5 KB
01_welcome-to-machine-learning.es.srt	2.9 KB
01_welcome-to-machine-learning.es.txt	1.9 KB
01_welcome-to-machine-learning.fa.srt	3.6 KB
01_welcome-to-machine-learning.fa.txt	2.7 KB
01_welcome-to-machine-learning.fr.srt	2.8 KB
01_welcome-to-machine-learning.fr.txt	1.8 KB
01_welcome-to-machine-learning.he.srt	3.1 KB
01_welcome-to-machine-learning.he.txt	2.2 KB
01_welcome-to-machine-learning.hi.srt	5.0 KB
01_welcome-to-machine-learning.hi.txt	4.0 KB
01_welcome-to-machine-learning.hr.srt	2.5 KB
01_welcome-to-machine-learning.hr.txt	1.6 KB
01_welcome-to-machine-learning.id.srt	2.7 KB
01_welcome-to-machine-learning.id.txt	1.8 KB
01_welcome-to-machine-learning.ko.srt	3.1 KB
01_welcome-to-machine-learning.ko.txt	2.2 KB
01_welcome-to-machine-learning.lt.srt	2.6 KB
01_welcome-to-machine-learning.lt.txt	1.6 KB
01_welcome-to-machine-learning.mp4	4.8 MB
01_welcome-to-machine-learning.pl.srt	2.7 KB
01_welcome-to-machine-learning.pl.txt	1.7 KB
01_welcome-to-machine-learning.zh-TW.srt	3.1 KB
01_welcome-to-machine-learning.zh-TW.txt	2.1 KB
02_machine-learning-honor-code_instructions.html	3.7 KB
/01_introduction/02_introduction/
01_welcome.ar.srt	14.6 KB
01_welcome.ar.txt	11.7 KB
01_welcome.de.srt	10.9 KB
01_welcome.de.txt	8.0 KB
01_welcome.en.srt	9.7 KB
01_welcome.en.txt	6.8 KB
01_welcome.es.srt	10.3 KB
01_welcome.es.txt	7.3 KB
01_welcome.fa.srt	15.1 KB
01_welcome.fa.txt	12.2 KB
01_welcome.he.srt	12.4 KB
01_welcome.he.txt	9.5 KB
01_welcome.hi.srt	20.3 KB
01_welcome.hi.txt	17.4 KB
01_welcome.id.srt	10.5 KB
01_welcome.id.txt	7.6 KB
01_welcome.it.srt	10.1 KB
01_welcome.it.txt	7.2 KB
01_welcome.ja.srt	11.7 KB
01_welcome.ja.txt	8.8 KB
01_welcome.ko.srt	11.0 KB
01_welcome.ko.txt	8.1 KB
01_welcome.lt.srt	10.2 KB
01_welcome.lt.txt	7.3 KB
01_welcome.mp4	12.0 MB
01_welcome.pl.srt	10.9 KB
01_welcome.pl.txt	8.0 KB
01_welcome.pt-BR.srt	10.0 KB
01_welcome.pt-BR.txt	7.0 KB
01_welcome.ru.srt	16.2 KB
01_welcome.ru.txt	13.3 KB
01_welcome.sk.srt	10.0 KB
01_welcome.sk.txt	7.1 KB
01_welcome.sr.srt	10.0 KB
01_welcome.sr.txt	7.1 KB
01_welcome.th.srt	22.2 KB
01_welcome.th.txt	19.3 KB
01_welcome.uk.srt	15.7 KB
01_welcome.uk.txt	12.8 KB
01_welcome.vi.srt	12.7 KB
01_welcome.vi.txt	9.8 KB
01_welcome.zh-CN.srt	9.1 KB
01_welcome.zh-CN.txt	6.2 KB
02_what-is-machine-learning_instructions.html	1.9 KB
03_how-to-use-discussion-forums_instructions.html	5.6 KB
04_supervised-learning.ar.srt	21.6 KB
04_supervised-learning.ar.txt	16.6 KB
04_supervised-learning.en.srt	16.7 KB
04_supervised-learning.en.txt	11.7 KB
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04_supervised-learning.fa.srt	24.2 KB
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04_supervised-learning.he.srt	19.6 KB
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04_supervised-learning.it.srt	9.3 KB
04_supervised-learning.it.txt	6.6 KB
04_supervised-learning.ja.srt	18.8 KB
04_supervised-learning.ja.txt	13.8 KB
04_supervised-learning.ko.srt	17.6 KB
04_supervised-learning.ko.txt	12.7 KB
04_supervised-learning.mp4	15.6 MB
04_supervised-learning.pl.srt	16.7 KB
04_supervised-learning.pl.txt	11.7 KB
04_supervised-learning.ru.srt	25.8 KB
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04_supervised-learning.vi.srt	21.8 KB
04_supervised-learning.vi.txt	16.8 KB
04_supervised-learning.zh-CN.srt	13.0 KB
04_supervised-learning.zh-CN.txt	8.0 KB
05_supervised-learning_instructions.html	2.4 KB
06_unsupervised-learning.en.srt	28.1 KB
06_unsupervised-learning.en.txt	13.8 KB
06_unsupervised-learning.es.srt	28.9 KB
06_unsupervised-learning.es.txt	14.7 KB
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06_unsupervised-learning.ja.srt	33.5 KB
06_unsupervised-learning.ja.txt	19.2 KB
06_unsupervised-learning.ko.srt	32.2 KB
06_unsupervised-learning.ko.txt	17.9 KB
06_unsupervised-learning.mp4	19.4 MB
06_unsupervised-learning.pl.srt	29.0 KB
06_unsupervised-learning.pl.txt	14.7 KB
06_unsupervised-learning.pt-BR.srt	29.4 KB
06_unsupervised-learning.pt-BR.txt	15.1 KB
06_unsupervised-learning.ru.srt	37.3 KB
06_unsupervised-learning.ru.txt	23.0 KB
06_unsupervised-learning.sr.srt	28.0 KB
06_unsupervised-learning.sr.txt	13.8 KB
06_unsupervised-learning.vi.srt	33.9 KB
06_unsupervised-learning.vi.txt	19.7 KB
06_unsupervised-learning.zh-CN.srt	26.4 KB
06_unsupervised-learning.zh-CN.txt	12.1 KB
07_unsupervised-learning_instructions.html	2.0 KB
08_who-are-mentors_instructions.html	1.8 KB
09_get-to-know-your-classmates_instructions.html	4.5 KB
10_frequently-asked-questions_instructions.html	8.5 KB
10_frequently-asked-questions_materials.html	14.5 KB
/01_introduction/03_review/
01_lecture-slides_instructions.html	1.2 KB
01_lecture-slides_Lecture1.pdf	3.5 MB
/.../04_other-materials/
01_machine-learning-course-wiki_instructions.html	1.7 KB
/.../01_model-and-cost-function/
01_model-representation.bg.srt	14.1 KB
01_model-representation.bg.txt	11.2 KB
01_model-representation.cs.srt	9.8 KB
01_model-representation.cs.txt	6.9 KB
01_model-representation.el.srt	15.0 KB
01_model-representation.el.txt	12.1 KB
01_model-representation.en.srt	9.8 KB
01_model-representation.en.txt	6.9 KB
01_model-representation.es.srt	10.3 KB
01_model-representation.es.txt	7.4 KB
01_model-representation.fa.srt	14.4 KB
01_model-representation.fa.txt	11.5 KB
01_model-representation.he.srt	11.7 KB
01_model-representation.he.txt	8.8 KB
01_model-representation.hi.srt	20.1 KB
01_model-representation.hi.txt	17.2 KB
01_model-representation.id.srt	10.0 KB
01_model-representation.id.txt	7.1 KB
01_model-representation.ja.srt	11.5 KB
01_model-representation.ja.txt	8.6 KB
01_model-representation.ko.srt	10.4 KB
01_model-representation.ko.txt	7.5 KB
01_model-representation.mp4	10.4 MB
01_model-representation.pl.srt	9.1 KB
01_model-representation.pl.txt	6.2 KB
01_model-representation.pt-BR.srt	10.0 KB
01_model-representation.pt-BR.txt	7.0 KB
01_model-representation.ru.srt	14.1 KB
01_model-representation.ru.txt	11.2 KB
01_model-representation.vi.srt	12.9 KB
01_model-representation.vi.txt	10.0 KB
01_model-representation.zh-CN.srt	8.5 KB
01_model-representation.zh-CN.txt	5.6 KB
02_model-representation_instructions.html	22.8 KB
03_cost-function.bg.srt	14.4 KB
03_cost-function.bg.txt	11.5 KB
03_cost-function.en.srt	10.4 KB
03_cost-function.en.txt	6.6 KB
03_cost-function.es.srt	10.1 KB
03_cost-function.es.txt	7.2 KB
03_cost-function.fa.srt	12.8 KB
03_cost-function.fa.txt	9.0 KB
03_cost-function.he.srt	12.3 KB
03_cost-function.he.txt	8.4 KB
03_cost-function.hi.srt	19.9 KB
03_cost-function.hi.txt	16.0 KB
03_cost-function.id.srt	9.8 KB
03_cost-function.id.txt	6.9 KB
03_cost-function.ja.srt	10.9 KB
03_cost-function.ja.txt	7.9 KB
03_cost-function.ko.srt	11.0 KB
03_cost-function.ko.txt	7.1 KB
03_cost-function.mp4	10.4 MB
03_cost-function.pl.srt	10.0 KB
03_cost-function.pl.txt	6.2 KB
03_cost-function.ru.srt	13.6 KB
03_cost-function.ru.txt	10.7 KB
03_cost-function.vi.srt	12.7 KB
03_cost-function.vi.txt	9.8 KB
03_cost-function.zh-CN.srt	8.1 KB
03_cost-function.zh-CN.txt	5.2 KB
04_cost-function_instructions.html	100.9 KB
05_cost-function-intuition-i.el.srt	17.6 KB
05_cost-function-intuition-i.el.txt	14.0 KB
05_cost-function-intuition-i.en.srt	12.0 KB
05_cost-function-intuition-i.en.txt	8.5 KB
05_cost-function-intuition-i.es.srt	12.4 KB
05_cost-function-intuition-i.es.txt	8.8 KB
05_cost-function-intuition-i.fa.srt	12.0 KB
05_cost-function-intuition-i.fa.txt	8.4 KB
05_cost-function-intuition-i.he.srt	14.1 KB
05_cost-function-intuition-i.he.txt	10.5 KB
05_cost-function-intuition-i.hi.srt	24.1 KB
05_cost-function-intuition-i.hi.txt	20.5 KB
05_cost-function-intuition-i.id.srt	12.5 KB
05_cost-function-intuition-i.id.txt	8.9 KB
05_cost-function-intuition-i.ja.srt	13.4 KB
05_cost-function-intuition-i.ja.txt	9.9 KB
05_cost-function-intuition-i.ko.srt	12.4 KB
05_cost-function-intuition-i.ko.txt	8.8 KB
05_cost-function-intuition-i.mp4	14.2 MB
05_cost-function-intuition-i.pl.srt	10.6 KB
05_cost-function-intuition-i.pl.txt	7.0 KB
05_cost-function-intuition-i.pt-BR.srt	11.4 KB
05_cost-function-intuition-i.pt-BR.txt	7.9 KB
05_cost-function-intuition-i.ru.srt	17.0 KB
05_cost-function-intuition-i.ru.txt	13.4 KB
05_cost-function-intuition-i.vi.srt	15.0 KB
05_cost-function-intuition-i.vi.txt	11.4 KB
05_cost-function-intuition-i.zh-CN.srt	10.5 KB
05_cost-function-intuition-i.zh-CN.txt	6.9 KB
06_cost-function-intuition-i_instructions.html	132.3 KB
07_cost-function-intuition-ii.en.srt	11.0 KB
07_cost-function-intuition-ii.en.txt	7.8 KB
07_cost-function-intuition-ii.es.srt	11.2 KB
07_cost-function-intuition-ii.es.txt	7.9 KB
07_cost-function-intuition-ii.fa.srt	11.0 KB
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07_cost-function-intuition-ii.he.srt	12.4 KB
07_cost-function-intuition-ii.he.txt	9.1 KB
07_cost-function-intuition-ii.hi.srt	22.4 KB
07_cost-function-intuition-ii.hi.txt	19.1 KB
07_cost-function-intuition-ii.id.srt	11.1 KB
07_cost-function-intuition-ii.id.txt	7.8 KB
07_cost-function-intuition-ii.ja.srt	12.4 KB
07_cost-function-intuition-ii.ja.txt	9.2 KB
07_cost-function-intuition-ii.ko.srt	11.0 KB
07_cost-function-intuition-ii.ko.txt	7.8 KB
07_cost-function-intuition-ii.mp4	13.1 MB
07_cost-function-intuition-ii.pl.srt	10.1 KB
07_cost-function-intuition-ii.pl.txt	6.8 KB
07_cost-function-intuition-ii.pt-BR.srt	10.1 KB
07_cost-function-intuition-ii.pt-BR.txt	6.9 KB
07_cost-function-intuition-ii.ru.srt	15.7 KB
07_cost-function-intuition-ii.ru.txt	12.4 KB
07_cost-function-intuition-ii.vi.srt	14.5 KB
07_cost-function-intuition-ii.vi.txt	11.3 KB
07_cost-function-intuition-ii.zh-CN.srt	8.8 KB
07_cost-function-intuition-ii.zh-CN.txt	5.5 KB
08_cost-function-intuition-ii_instructions.html	392.5 KB
/.../02_parameter-learning/
01_gradient-descent.en.srt	16.7 KB
01_gradient-descent.en.txt	10.5 KB
01_gradient-descent.es.srt	15.4 KB
01_gradient-descent.es.txt	10.7 KB
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01_gradient-descent.he.txt	14.1 KB
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01_gradient-descent.id.srt	15.4 KB
01_gradient-descent.id.txt	10.6 KB
01_gradient-descent.ja.srt	17.1 KB
01_gradient-descent.ja.txt	12.4 KB
01_gradient-descent.ko.srt	17.9 KB
01_gradient-descent.ko.txt	11.7 KB
01_gradient-descent.mp4	15.8 MB
01_gradient-descent.pl.srt	16.6 KB
01_gradient-descent.pl.txt	10.5 KB
01_gradient-descent.ru.srt	23.2 KB
01_gradient-descent.ru.txt	18.5 KB
01_gradient-descent.vi.srt	20.6 KB
01_gradient-descent.vi.txt	15.8 KB
01_gradient-descent.zh-CN.srt	13.1 KB
01_gradient-descent.zh-CN.txt	8.4 KB
02_gradient-descent_instructions.html	236.6 KB
03_gradient-descent-intuition.de.srt	2.0 KB
03_gradient-descent-intuition.de.txt	1.4 KB
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03_gradient-descent-intuition.el.txt	1.8 KB
03_gradient-descent-intuition.en.srt	16.3 KB
03_gradient-descent-intuition.en.txt	10.3 KB
03_gradient-descent-intuition.es.srt	15.5 KB
03_gradient-descent-intuition.es.txt	11.0 KB
03_gradient-descent-intuition.he.srt	19.8 KB
03_gradient-descent-intuition.he.txt	13.8 KB
03_gradient-descent-intuition.id.srt	15.5 KB
03_gradient-descent-intuition.id.txt	11.0 KB
03_gradient-descent-intuition.ja.srt	17.2 KB
03_gradient-descent-intuition.ja.txt	12.7 KB
03_gradient-descent-intuition.ko.srt	16.6 KB
03_gradient-descent-intuition.ko.txt	10.6 KB
03_gradient-descent-intuition.mp4	15.0 MB
03_gradient-descent-intuition.pl.srt	16.0 KB
03_gradient-descent-intuition.pl.txt	10.0 KB
03_gradient-descent-intuition.ro.srt	8.2 KB
03_gradient-descent-intuition.ro.txt	5.6 KB
03_gradient-descent-intuition.ru.srt	22.2 KB
03_gradient-descent-intuition.ru.txt	17.6 KB
03_gradient-descent-intuition.vi.srt	19.8 KB
03_gradient-descent-intuition.vi.txt	15.3 KB
03_gradient-descent-intuition.zh-CN.srt	13.1 KB
03_gradient-descent-intuition.zh-CN.txt	8.6 KB
04_gradient-descent-intuition_instructions.html	224.3 KB
05_gradient-descent-for-linear-regression.en.srt	13.7 KB
05_gradient-descent-for-linear-regression.en.txt	8.6 KB
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05_gradient-descent-for-linear-regression.he.txt	11.3 KB
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05_gradient-descent-for-linear-regression.id.txt	4.8 KB
05_gradient-descent-for-linear-regression.ja.srt	19.9 KB
05_gradient-descent-for-linear-regression.ja.txt	10.6 KB
05_gradient-descent-for-linear-regression.ko.srt	13.9 KB
05_gradient-descent-for-linear-regression.ko.txt	8.9 KB
05_gradient-descent-for-linear-regression.mp4	13.8 MB
05_gradient-descent-for-linear-regression.pl.srt	13.6 KB
05_gradient-descent-for-linear-regression.pl.txt	8.5 KB
05_gradient-descent-for-linear-regression.ru.srt	12.5 KB
05_gradient-descent-for-linear-regression.ru.txt	7.4 KB
05_gradient-descent-for-linear-regression.vi.srt	21.7 KB
05_gradient-descent-for-linear-regression.vi.txt	12.4 KB
05_gradient-descent-for-linear-regression.zh-CN.srt	8.9 KB
05_gradient-descent-for-linear-regression.zh-CN.txt	3.8 KB
06_gradient-descent-for-linear-regression_instructions.html	62.2 KB
/03_review/
01_lecture-slides_instructions.html	1.2 KB
01_lecture-slides_Lecture2.pdf	3.0 MB
/.../01_linear-algebra-review/
01_matrices-and-vectors.en.srt	15.3 KB
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01_matrices-and-vectors.ja.txt	8.8 KB
01_matrices-and-vectors.ko.srt	17.5 KB
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01_matrices-and-vectors.pl.srt	14.6 KB
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02_addition-and-scalar-multiplication.en.txt	5.5 KB
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02_addition-and-scalar-multiplication.zh-CN.srt	10.9 KB
02_addition-and-scalar-multiplication.zh-CN.txt	4.8 KB
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02_addition-and-scalar-multiplication.zh-TW.txt	4.3 KB
03_matrix-vector-multiplication.en.srt	23.4 KB
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01_summary-and-thank-you.zh-CN.txt	4.0 KB
/01_introduction/01_welcome/
01_welcome-to-machine-learning.mp4	4.8 MB
/01_introduction/02_introduction/
01_welcome.mp4	12.0 MB
04_supervised-learning.mp4	15.6 MB
06_unsupervised-learning.mp4	19.4 MB
/.../01_model-and-cost-function/
01_model-representation.mp4	10.4 MB
03_cost-function.mp4	10.4 MB
05_cost-function-intuition-i.mp4	14.2 MB
07_cost-function-intuition-ii.mp4	13.1 MB
/.../02_parameter-learning/
01_gradient-descent.mp4	15.8 MB
03_gradient-descent-intuition.mp4	15.0 MB
05_gradient-descent-for-linear-regression.mp4	13.8 MB
/.../01_linear-algebra-review/
01_matrices-and-vectors.mp4	11.0 MB
02_addition-and-scalar-multiplication.mp4	8.6 MB
03_matrix-vector-multiplication.mp4	17.3 MB
04_matrix-matrix-multiplication.mp4	14.3 MB
05_matrix-multiplication-properties.mp4	11.3 MB
06_inverse-and-transpose.mp4	14.7 MB
/.../02_multivariate-linear-regression/
01_multiple-features.mp4	10.6 MB
03_gradient-descent-for-multiple-variables.mp4	6.7 MB
05_gradient-descent-in-practice-i-feature-scaling.mp4	11.4 MB
07_gradient-descent-in-practice-ii-learning-rate.mp4	11.4 MB
09_features-and-polynomial-regression.mp4	9.9 MB
/.../03_computing-parameters-analytically/
01_normal-equation.mp4	20.9 MB
03_normal-equation-noninvertibility.mp4	7.8 MB
/.../04_submitting-programming-assignments/
01_working-on-and-submitting-programming-assignments.mp4	6.2 MB
/.../01_octave-matlab-tutorial/
01_basic-operations.mp4	19.8 MB
02_moving-data-around.mp4	23.1 MB
03_computing-on-data.mp4	17.2 MB
04_plotting-data.mp4	15.2 MB
05_control-statements-for-while-if-statement.mp4	18.7 MB
06_vectorization.mp4	18.9 MB
/.../01_classification-and-representation/
01_classification.mp4	10.2 MB
03_hypothesis-representation.mp4	9.7 MB
05_decision-boundary.mp4	19.4 MB
/.../02_logistic-regression-model/
01_cost-function.mp4	13.6 MB
03_simplified-cost-function-and-gradient-descent.mp4	13.7 MB
05_advanced-optimization.mp4	20.6 MB
/.../03_multiclass-classification/
01_multiclass-classification-one-vs-all.mp4	8.0 MB
/.../01_solving-the-problem-of-overfitting/
01_the-problem-of-overfitting.mp4	12.8 MB
03_cost-function.mp4	13.3 MB
05_regularized-linear-regression.mp4	13.7 MB
07_regularized-logistic-regression.mp4	12.6 MB
/.../08_neural-networks-representation/01_motivations/
01_non-linear-hypotheses.mp4	12.7 MB
02_neurons-and-the-brain.mp4	11.4 MB
/.../02_neural-networks/
01_model-representation-i.mp4	15.9 MB
03_model-representation-ii.mp4	15.9 MB
/.../08_neural-networks-representation/03_applications/
01_examples-and-intuitions-i.mp4	9.2 MB
03_examples-and-intuitions-ii.mp4	15.5 MB
05_multiclass-classification.mp4	5.7 MB
/.../01_cost-function-and-backpropagation/
01_cost-function.mp4	9.0 MB
03_backpropagation-algorithm.mp4	16.4 MB
05_backpropagation-intuition.mp4	18.2 MB
/.../02_backpropagation-in-practice/
01_implementation-note-unrolling-parameters.mp4	10.8 MB
03_gradient-checking.mp4	15.7 MB
05_random-initialization.mp4	8.8 MB
07_putting-it-together.mp4	19.3 MB
/.../03_application-of-neural-networks/
01_autonomous-driving.mp4	15.5 MB
/.../01_evaluating-a-learning-algorithm/
01_deciding-what-to-try-next.mp4	7.9 MB
02_evaluating-a-hypothesis.mp4	9.8 MB
04_model-selection-and-train-validation-test-sets.mp4	16.2 MB
/.../02_bias-vs-variance/
01_diagnosing-bias-vs-variance.mp4	10.3 MB
03_regularization-and-bias-variance.mp4	14.7 MB
05_learning-curves.mp4	14.9 MB
07_deciding-what-to-do-next-revisited.mp4	9.6 MB
/.../01_building-a-spam-classifier/
01_prioritizing-what-to-work-on.mp4	12.8 MB
03_error-analysis.mp4	18.0 MB
/.../02_handling-skewed-data/
01_error-metrics-for-skewed-classes.mp4	15.5 MB
02_trading-off-precision-and-recall.mp4	18.5 MB
/.../03_using-large-data-sets/
01_data-for-machine-learning.mp4	14.9 MB
/.../01_large-margin-classification/
01_optimization-objective.mp4	19.3 MB
02_large-margin-intuition.mp4	13.5 MB
03_mathematics-behind-large-margin-classification.mp4	25.5 MB
/.../12_support-vector-machines/02_kernels/
01_kernels-i.mp4	20.2 MB
02_kernels-ii.mp4	20.3 MB
/.../03_svms-in-practice/
01_using-an-svm.mp4	27.9 MB
/.../13_unsupervised-learning/01_clustering/
01_unsupervised-learning-introduction.mp4	4.4 MB
02_k-means-algorithm.mp4	15.9 MB
03_optimization-objective.mp4	9.5 MB
04_random-initialization.mp4	9.9 MB
05_choosing-the-number-of-clusters.mp4	10.8 MB
/.../14_dimensionality-reduction/01_motivation/
01_motivation-i-data-compression.mp4	16.2 MB
02_motivation-ii-visualization.mp4	7.2 MB
/.../02_principal-component-analysis/
01_principal-component-analysis-problem-formulation.mp4	12.1 MB
02_principal-component-analysis-algorithm.mp4	20.7 MB
/.../03_applying-pca/
01_reconstruction-from-compressed-representation.mp4	5.6 MB
02_choosing-the-number-of-principal-components.mp4	13.9 MB
03_advice-for-applying-pca.mp4	17.2 MB
/.../01_density-estimation/
01_problem-motivation.mp4	9.6 MB
02_gaussian-distribution.mp4	13.3 MB
03_algorithm.mp4	16.2 MB
/.../02_building-an-anomaly-detection-system/
01_developing-and-evaluating-an-anomaly-detection-system.mp4	17.5 MB
02_anomaly-detection-vs-supervised-learning.mp4	10.6 MB
03_choosing-what-features-to-use.mp4	16.4 MB
/.../03_multivariate-gaussian-distribution-optional/
01_multivariate-gaussian-distribution.mp4	18.5 MB
02_anomaly-detection-using-the-multivariate-gaussian-distribution.mp4	19.2 MB
/.../01_predicting-movie-ratings/
01_problem-formulation.mp4	11.9 MB
02_content-based-recommendations.mp4	19.7 MB
/.../02_collaborative-filtering/
01_collaborative-filtering.mp4	13.4 MB
02_collaborative-filtering-algorithm.mp4	12.2 MB
/.../03_low-rank-matrix-factorization/
01_vectorization-low-rank-matrix-factorization.mp4	11.1 MB
02_implementational-detail-mean-normalization.mp4	11.3 MB
/.../01_gradient-descent-with-large-datasets/
01_learning-with-large-datasets.mp4	7.4 MB
02_stochastic-gradient-descent.mp4	18.1 MB
03_mini-batch-gradient-descent.mp4	8.4 MB
04_stochastic-gradient-descent-convergence.mp4	15.6 MB
/.../02_advanced-topics/
01_online-learning.mp4	17.8 MB
02_map-reduce-and-data-parallelism.mp4	18.5 MB
/.../01_photo-ocr/
01_problem-description-and-pipeline.mp4	9.0 MB
02_sliding-windows.mp4	18.9 MB
03_getting-lots-of-data-and-artificial-data.mp4	21.9 MB
04_ceiling-analysis-what-part-of-the-pipeline-to-work-on-next.mp4	18.6 MB
/.../18_application-example-photo-ocr/03_conclusion/
01_summary-and-thank-you.mp4	7.0 MB
Total files 2012