X content

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

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

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

Follow me on X