Real-time Machine Learning For Recommendations
eugeneyan.com
Real-time Machine Learning For Recommendations
When defining requirements, we should start from the customer. How will real-time recommendations improve the customer experience, and in turn benefit the business? What business metrics are important? Goals and success metrics will vary based on the business and use case, and will not be defined here.
Real-time Machine Learning For Recommendations
- Requirements (or constraints) : What does success look like? What can we not do?
- Methodology : How will we use data and code to achieve success?
- Implementation : What infrastructure is needed in production?