X content

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

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

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

Follow me on X