download скачать Free download скачать : Experimentation for Engineers, Video Edition
mp4 | Video: h264,1280X720 | Audio: AAC, 44.1 KHz
Genre:eLearning | Language: English | Size:918.41 MB

Files Included :

001  Chapter 1  Optimizing systems by experiment.mp4 (42.76 MB)
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002  Chapter 1  Measuring by experiment.mp4 (7.77 MB)
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003  Chapter 1  Why are experiments necessary.mp4 (24.13 MB)
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004  Chapter 1  Summary.mp4 (1.22 MB)
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005  Chapter 2  AB testing Evaluating a modification to your system.mp4 (19 MB)
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006  Chapter 2  Take a precise measurement.mp4 (29.35 MB)
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007  Chapter 2  Run an AB test.mp4 (59.81 MB)
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008  Chapter 2  Summary.mp4 (808.22 KB)
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009  Chapter 3  Multi-armed bandits Maximizing business metrics while experimenting.mp4 (81.29 MB)
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010  Chapter 3  Evaluating multiple system changes simultaneously.mp4 (19.93 MB)
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011  Chapter 3  Thompson sampling A more efficient MAB algorithm.mp4 (63.56 MB)
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012  Chapter 3  Summary.mp4 (1.18 MB)
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013  Chapter 4  Response surface methodology Optimizing continuous parameters.mp4 (126.78 MB)
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014  Chapter 4  Optimizing two or more continuous parameters.mp4 (47.03 MB)
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015  Chapter 4  Summary.mp4 (2.01 MB)
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016  Chapter 5  Contextual bandits Making targeted decisions.mp4 (48.57 MB)
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017  Chapter 5  Explore actions with epsilon-greedy.mp4 (23.11 MB)
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018  Chapter 5  Explore parameters with Thompson sampling.mp4 (39.67 MB)
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019  Chapter 5  Validate the contextual bandit.mp4 (4.73 MB)
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020  Chapter 5  Summary.mp4 (1.25 MB)
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021  Chapter 6  Bayesian optimization Automating experimental optimization.mp4 (55.4 MB)
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022  Chapter 6  Model the response surface with Gaussian process regression.mp4 (41.42 MB)
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023  Chapter 6  Optimize over an acquisition function.mp4 (8.61 MB)
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024  Chapter 6  Optimize all seven compiler parameters.mp4 (8.3 MB)
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025  Chapter 6  Summary.mp4 (1.76 MB)
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026  Chapter 7  Managing business metrics.mp4 (15.02 MB)
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027  Chapter 7  Define business metrics.mp4 (26.85 MB)
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028  Chapter 7  Trade off multiple business metrics.mp4 (12.8 MB)
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029  Chapter 7  Summary.mp4 (844.33 KB)
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030  Chapter 8  Practical considerations.mp4 (18.42 MB)
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031  Chapter 8  Don't stop early.mp4 (10.72 MB)
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032  Chapter 8  Control family-wise error.mp4 (13.29 MB)
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033  Chapter 8  Be aware of common biases.mp4 (15.01 MB)
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034  Chapter 8  Replicate to validate results.mp4 (8.76 MB)
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035  Chapter 8  Wrapping up.mp4 (1.71 MB)
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036  Chapter 8  Summary.mp4 (1.54 MB)
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037  Appendix A  Linear regression and the normal equations.mp4 (10.43 MB)
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038  Appendix A  Multivariate linear regression.mp4 (4.36 MB)
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039  Appendix B  One factor at a time.mp4 (6.86 MB)
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040  Appendix C  Gaussian process regression.mp4 (12.42 MB)
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