### Purpose - Create a model for Powerplay based on what parameters they're looking for. ### Principles - Quality Results - Powerplay has a clear goal and idea on what they want to do. For them it's about getting good results and giving them good accuracy. ### Outcome Visioning Powerplay is our most important and biggest customer. It's also one where we can really establish the use case. With Powerplay if we can give them a good experience and get good results we can build a strong product case. The hope is that we're able to build them three to four models for retention and acquisition that are valuable to them. ### Brainstorming - What do I already know about this project? - I know the code that needs to run and how to clean and structure Mixpanel data. - I have a few ideas and techniques to run some models. Need to figure out if it works well for them. - What don’t I know that I need to find out? - The scale of the users for Powerplay may cause some issues for us. We need to optimise to a certain level. This might involve caching or creating some new backend infra. - I don't know what exact models they're looking for. More information can be got only after that. - Who can I talk to who might provide insights? - What can I read or listen to for relevant ideas? - Not sure to be honest. Maybe can look into Azure ML cloud a little and understand how people run and train machine learning models on the internet. ### Actions - [x] Get metadata for mixpanel events for Powerplay 📅 2023-08-16 ✅ 2023-08-18 - [x] Brainstorm with Bhato on how to create a model 📅 2023-08-23 ✅ 2023-08-23 - [x] Generate training data set Powerplay 📅 2023-08-23 ✅ 2023-08-24 - [x] Create a model and iterate on it to arrive at a good model 📅 2023-08-24 ✅ 2023-08-25 - [x] Create testing data set and test the model 📅 2023-08-24 ✅ 2023-08-25 - [x] Compute local feature importance 📅 2023-08-25 ✅ 2023-08-25 - [x] Create backend for B2B SaaS Companies 📅 2023-08-27 ✅ 2023-08-29 - [x] Create new UI for B2B SaaS Companies 📅 2023-08-27 ✅ 2023-08-29 - [x] Publish the model results 📅 2023-08-28 ✅ 2023-08-29