X content

Click on each picture to find out about it on X.

Simple Exponential Smoothing
Simple Exponential Smoothing
Nature of missing data
Nature of missing data
Example of nature of missing data
Example of nature of missing data
Handle Missing Values
Handle Missing Values
Feature scaling
Feature scaling
Double Exponential Smoothing
Double Exponential Smoothing
Architecture of RNNs
Architecture of RNNs
Forecast Bias
Forecast Bias
Clean your time series data
Clean your time series data
Forecast Interval Coverage as a Performance Metric
Forecast Interval Coverage as a Performance Metric
Test for Granger causality
Test for Granger causality
Granger causality
Granger causality
Steps in DS project
Steps in DS project
Missing data is a problem
Missing data is a problem
Imbalanced data
Imbalanced data
Select your Time Series model
Select your Time Series model
Why should you split your dataset
Why should you split your dataset
ARIMA models
ARIMA models
What kind of Time Series model is Prophet?
What kind of Time Series model is Prophet?
Time Series models classification
Time Series models classification
Prediction Direction Accuracy
Prediction Direction Accuracy
Model doesn't behave well with real data
Model doesn't behave well with real data
Introduction to RNNs
Introduction to RNNs
Time Series with XGBoost
Time Series with XGBoost
SMOTE for imbalanced data
SMOTE for imbalanced data
Best scenarios for Prophet
Best scenarios for Prophet
Recurrent Neural Networks
Recurrent Neural Networks
Feature selection
Feature selection
Time bias
Time bias
Box-Jenkins methodology
Box-Jenkins methodology
Triple Exponential Smoothing
Triple Exponential Smoothing
Advantages of RNNs
Advantages of RNNs
Sources of Missing data
Sources of Missing data
2D graphs
2D graphs
MinMax Scaling
MinMax Scaling
Advantages of Prophet
Advantages of Prophet
Reframe Time Series data into Supervised Learning
Reframe Time Series data into Supervised Learning
How to address imbalanced data?
How to address imbalanced data?
When not to use Prophet?
When not to use Prophet?

. . . . . . . . . . . . . . . .

Follow me on X