0:17 Agenda
1:01 About Hajime Takeda
2:14 Expected takeaway
2:36 Whatis MMM
4:44 Key Challenges in Media Optimization
6:33 Three Important Challenges
7:39 Steps to do MMM
8:00 Data Preparation
11:39 Modeling
14:30 Shape effect is modeled by Hill Function
15:10 Carry over effect is modeled by Adstock
16:17 Model Proposed by Google Researchers Jin et al
17:16 Demo with LightweightMMM
18:45 LightweightMMM Flowchart
19:13 Demo
25:21 Outcome
26:43 Summary
27:16 Improve Model's accuracy
28:54 Conclusion
youtube link: https://www.youtube.com/watch?v=u4U_PUTasPQ
0:17 Agenda 1:01 About Hajime Takeda 2:14 Expected takeaway 2:36 Whatis MMM 4:44 Key Challenges in Media Optimization 6:33 Three Important Challenges 7:39 Steps to do MMM 8:00 Data Preparation 11:39 Modeling 14:30 Shape effect is modeled by Hill Function 15:10 Carry over effect is modeled by Adstock 16:17 Model Proposed by Google Researchers Jin et al 17:16 Demo with LightweightMMM 18:45 LightweightMMM Flowchart 19:13 Demo 25:21 Outcome 26:43 Summary 27:16 Improve Model's accuracy 28:54 Conclusion
Hope it'll be helpful