Time Series Analysis/ Forecasting

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Time Series Analysis/ Forecasting Samudra Kanankearachchi Senior Software Architect @99XTechnology Data Science Specialist

Transcript of Time Series Analysis/ Forecasting

Time Series Analysis/ Forecasting

Samudra KanankearachchiSenior Software Architect @99XTechnologyData Science Specialist

State of variable is correlated to it self

tt - 1

t + 1

Common time series patterns

Example Use Case (Banking Industry)

1

2

Stationarity / Differencing (None Stationary)

Importance of managing time series

Poor Indicators Uncontrolled Positive or Negative TrendsUnhealthy VariationPositive /Negative long runs away from the mean …

Hands on Demos

Modeling / Training and Forecasting

Demonstrations

Demo

Time series Decomposition (Demo)

Demo

Time series Prediction Modeling (Demo)

Time Series Data Model

HoltWinters (Algorithm)

Perdition Model ) Perditions

Demo

Moving Average Base forecasting (Demo)

Demo

Q & A

Thank You