Experimentation for Engineers, Video Edition

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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