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IND320 - Data to decision

Data-Driven Decision Making

Data pipeline
- DDDM

Deployment 1

Deployment
Dashboards
- Power BI
- Writer

Data Sources

Static and streaming data
- Data formats
- Streaming data
Databases
- MySQL
- Cassandra
- Spark
- MongoDB
APIs

Data Quality

Signal and noise
Outliers and anomalies
- Outlier statistics
- Anomaly detection
Pre-processing

Machine Learning

Machine Learning
Pivot tables
Forecasting
- Machine Learning approach
- SARIMAX
Streaming
- Streaming models
- Model updates

Deployment 2

Plotly graphics
- Plotly interaction
- Plotly maps
Dashboard design
- Colours and symbolics
Reports
- Tips and trics with Jupyter Notebooks

Appendix

Installation

Repository
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By Kristian Hovde Liland

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