Machine Learning Framework
By the following process and powerful tools WDS can discover the relevant knowledge for any business Data Collection Data Processing Data Transformation Data Mining Model Evaluation Deployment Deployment and Protection
Data Processing
- Data Ingestion Process
- ETL mapping
- Data cleansing
- Applied Data Governance
Data Transformation
- Design Wrangling
- Finding Relevant Attributes
- Apply Data governance
- Tools and Technics
- Model validation
- Descriptive Evaluation
- Predictive Evaluation
- Modern ETL Tools
- Deployment Process
- Deployment Platform
- Production environment
- Refinement
Data Mining and Machine Learning Services
Using the recent machine learning algorithms, WDS footprint in anomaly detection in Energy and water system is endless.