X content

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

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

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

Follow me on X