Flight Delay Prediction

launched Webapp 2 and submitted the project

Launched Webapp 1

Working on model.pkl file for webapplication 2

model.pkl file made for webapp

Json and Extra Files and file Tweeks

Working on Detailed analysis.html

Improving UI , Last commit Continuation

Export to Html code

working on html stuffs

Export to txt

Export to CSV , Final Conclusion and Recommendation

Model Summary and Recommendations

Model Deployment Preparation and Validation

working on model deployment

Reduced Runtime for Hyperparameter Optimization and Model Selection

Hyperparameter Optimization and Model Selection

Cross-Validation and Robustness Analysis

Solving Error on Learning Graph

Adding More graphs for Further analysis

Residuals vs Predicted vs actual graph

Model Interpretability and SHAP Analysis

Advanced Visualization and Analysis

Reduced Complexity to Reduce runtime but it also Reduced Accuracy and Performance

Optimizing runtime in Ensemble Methods and Stacking coz it takes more than 6 hrs to complete the run but still no output

Reduced Runtime , Model Evaluation and Comparison

solving major issues coz code is not executing

Restructure of Ensemble Methods and Stacking to Reduce Runtime

Ensemble Methods and Stacking

Model Training , Hyperparameter Optimization , Feature Selection and Importance Analysis

Model Definition and Hyperparameter Spaces

Multiple Preprocessing Pipelines , Train-Test Split and Data Preparation

Advanced Feature Engineering , Polynomial Features and Interaction Terms

Data Visualization Dashboard

Data Quality Assessment , Statistical Analysis and Distribution Testing

first devlog with planning and initial setup