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From Theory to Real-World Applications: Technology Transfer in Practice
Published on Mar 27, 20142627 Views
In this talk, I will talk about several of my experiences of technology transfer over the past 10 years at Microsoft, Facebook and Amazon. Technology transfer - the process of moving promising researc
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Chapter list
From Theory To Real-World Applications: Technology Transfer in Practice00:00
Overview01:35
Overview: Background02:36
Background02:38
Overview: Technology Transfer Case Studies03:10
Technology Transfer03:11
TrueSkill™04:18
TrueSkill™ Technology Transfer - 104:40
The Skill Rating Problem - 105:18
The Skill Rating Problem - 205:27
The Skill Rating Problem - 305:31
The Skill Rating Problem - 405:39
The Skill Rating Problem - 505:50
The Skill Rating Problem - 605:56
The Skill Rating Problem - 706:01
The Skill Rating Problem - 806:11
The Skill Rating Problem - 906:50
The Skill Rating Problem - 1007:07
The Skill Rating Problem - 1107:15
TrueSkill™ Technology Transfer - 207:17
TrueSkill™ Technology Transfer - 307:35
Two Player Match Outcome Model - 108:03
Two Player Match Outcome Model - 208:17
Two Player Match Outcome Model - 308:39
Two Player Match Outcome Model - 408:47
Two Player Match Outcome Model - 509:02
Two Player Match Outcome Model - 609:07
Two Player Match Outcome Model - 709:12
Multiple Team Match Outcome Model - 109:32
Multiple Team Match Outcome Model - 209:36
Multiple Team Match Outcome Model - 309:42
Multiple Team Match Outcome Model - 410:07
Multiple Team Match Outcome Model - 510:32
Applications to Online Gaming - 111:20
Applications to Online Gaming - 211:54
Applications to Online Gaming - 312:07
Applications to Online Gaming - 412:27
Applications to Online Gaming - 512:28
Applications to Online Gaming - 612:29
Experimental Setup13:10
Convergence Speed - 113:26
Convergence Speed - 213:37
Convergence Speed - 313:46
Convergence Speed - 413:56
Convergence Speed - 514:04
Convergence Speed - 614:31
Convergence Speed - 714:45
TrueSkill™ Technology Transfer - 415:05
TrueSkill™ Technology Transfer - 515:49
TrueSkill™ Technology Transfer - 616:29
TrueSkill™ Technology Transfer - 717:15
Directed Models: Bayesian Networks - 117:52
Directed Models: Bayesian Networks - 218:03
Directed Models: Bayesian Networks - 318:17
Factor Graphs - 118:47
Factor Graphs - 219:00
Factor Graphs - 319:10
Factor Graphs and Bayes’ Law - 119:38
Factor Graphs and Bayes’ Law - 219:42
Factor Graphs and Bayes’ Law - 319:59
Factor Graphs and Bayes’ Law - 420:02
Factor Graphs and Bayes’ Law - 520:07
Factor Graphs and Bayes’ Law - 620:11
Factor Graphs and Bayes’ Law - 720:34
Factor Graphs and Bayes’ Law - 820:36
Factor Trees: Separation - 120:44
Factor Trees: Separation - 221:00
Factor Trees: Separation - 321:33
Factor Trees: Separation - 422:14
Factor Trees: Separation - 522:28
Messages: From Factors To Variables - 122:45
Messages: From Factors To Variables - 223:09
Messages: From Factors To Variables - 323:14
Messages: From Factors To Variables - 423:15
Messages: From Variables To Factors - 123:38
Messages: From Variables To Factors - 223:52
Messages: From Variables To Factors - 323:55
Messages: From Variables To Factors - 423:56
The Sum-Product Algorithm24:00
Approximate Message Passing - 125:11
Approximate Message Passing - 225:23
Approximate Message Passing - 325:39
Approximate Message Passing - 425:45
Approximate Message Passing - 526:02
Efficient Approximate Inference - 126:15
Efficient Approximate Inference - 226:20
Efficient Approximate Inference - 326:23
Efficient Approximate Inference - 426:26
Efficient Approximate Inference - 526:29
Efficient Approximate Inference - 626:31
Efficient Approximate Inference - 726:33
Efficient Approximate Inference - 826:33
Efficient Approximate Inference - 926:35
Efficient Approximate Inference - 1026:39
Efficient Approximate Inference - 1126:40
TrueSkill™ Technology Transfer - 826:41
TrueSkill™ Technology Transfer - 927:13
Xbox Live Activity viewer - 127:30
Xbox Live Activity viewer - 227:51
Xbox Live Activity viewer - 328:15
Skill Distributions of Online Games28:21
TrueSkill™ Technology Transfer - 1028:41
TrueSkill™ Technology Transfer - 1129:26
TrueSkill™ Technology Transfer - 1229:52
Halo 3 in Action30:20
Tools for Halo 332:29
Halo 3 Simulation Result Viewer - 132:50
Halo 3 Simulation Result Viewer - 232:53
Halo 3 Simulation Result Viewer - 333:37
TrueSkill™ Technology Transfer - 1333:39
TrueSkill™ Technology Transfer - 1433:59
TrueSkill™ Technology Transfer - 1534:13
Halo 3 Partial Update Analyser - 134:22
Halo 3 Partial Update Analyser - 234:23
Halo 3 Partial Update Analyser - 334:49
Halo 3 Public Beta Analysis34:50
Xbox 360 & Halo 336:13
TrueSkill™ Technology Transfer - 1636:18
TrueSkill™ Technology Transfer - 1736:26
adPredictor37:55
AdPredictor Technology Transfer - 137:59
AdPredictor Technology Transfer - 238:03
Why Predict Probability-of-Click? - 138:07
Why Predict Probability-of-Click? - 238:19
Why Predict Probability-of-Click? - 338:21
Why Predict Probability-of-Click? - 438:46
Why Predict Probability-of-Click? - 539:44
Why Predict Probability-of-Click? - 639:49
Why Predict Probability-of-Click? - 739:59
Why Predict Probability-of-Click? - 840:02
AdPredictor Technology Transfer - 340:13
AdPredictor Technology Transfer - 440:23
The Flow of Information - 140:36
The Flow of Information - 241:06
The Flow of Information - 341:12
The Flow of Information - 441:22
SQL Schema Generator41:37
Strong Typing and SQL Datastores - 142:05
Strong Typing and SQL Datastores - 242:19
Uncertainty: Bayesian Probabilities42:45
Training Algorithm in Action - 143:02
Training Algorithm in Action - 243:31
Training Algorithm in Action - 343:35
Training Algorithm in Action - 443:41
Inference: An Optimization View - 144:07
Inference: An Optimization View - 244:20
Inference: An Optimization View - 344:44
Inference: An Optimization View - 444:45
Inference: An Optimization View - 544:47
Inference: An Optimization View - 645:07
Inference: An Optimization View - 745:14
AdPredictor Technology Transfer - 545:16
AdPredictor Technology Transfer - 645:19
Offline Evaluation45:22
Client IP: Mean & Variance - 145:41
Client IP: Mean & Variance - 245:46
Client IP: Mean & Variance - 345:56
UserAgent: Mean Posterior Effects46:11
AdPredictor Technology Transfer - 746:38
AdPredictor Technology Transfer - 846:46
AdPredictor Technology Transfer - 947:03
AdPredictor Technology Transfer - 1048:01
AdPredictor Technology Transfer - 1148:28
AdPredictor Technology Transfer - 1249:29
Technology Transfer in Numbers50:15
Overview: Technology Transfer Lessons50:40
Technology Transfer: Lessons50:41
Conclusion54:39