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- Project requirement
- Identity business problem as an opportunities
- Analyse requirement and define target to achieve
- Identify tools and technique to solve
- Find subject matter expertise
- Explore data
- Gathering data from various source
- Data cleaning and labelling
- Feature selection
- Data versioning
- Store metadata
- Model architecture
- Decide target variable
- Build appropriate model by substantial research
- Model training & validating
- Versioning experimental model
- Test & evaluate effective model
- Model Deployment & Documentation
- Deploy model as a service endpoint
- Document model process
- Model Monitoring
- Monitor hardware and software performance
- Customer satisfaction
- Get an alert if anomalies detection