Flight Delay Prediction

Flight Delay Prediction

35 devlogs
48h 10m

working for athena

Timeline

launched Webapp 2 and submitted the project

Update attachment

Launched Webapp 1

Update attachment

Working on model.pkl file for webapplication 2

Update attachment

model.pkl file made for webapp

Update attachment

Json and Extra Files and file Tweeks

Update attachment

Working on Detailed analysis.html

Update attachment

Improving UI , Last commit Continuation

Update attachment

Export to Html code

Update attachment

working on html stuffs

Update attachment

Export to txt

Update attachment

Export to CSV , Final Conclusion and Recommendation

Update attachment

Model Summary and Recommendations

Update attachment

Model Deployment Preparation and Validation

Update attachment

working on model deployment

Update attachment

Reduced Runtime for Hyperparameter Optimization and Model Selection

Update attachment

Hyperparameter Optimization and Model Selection

Update attachment

Cross-Validation and Robustness Analysis

Update attachment

Solving Error on Learning Graph

Update attachment

Adding More graphs for Further analysis

Update attachment

Residuals vs Predicted vs actual graph

Update attachment

Model Interpretability and SHAP Analysis

Update attachment

Advanced Visualization and Analysis

Update attachment

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

Update attachment

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

Update attachment

Reduced Runtime , Model Evaluation and Comparison

Update attachment

solving major issues coz code is not executing

Update attachment

Restructure of Ensemble Methods and Stacking to Reduce Runtime

Update attachment

Ensemble Methods and Stacking

Update attachment

Model Training , Hyperparameter Optimization , Feature Selection and Importance Analysis

Update attachment

Model Definition and Hyperparameter Spaces

Update attachment

Multiple Preprocessing Pipelines , Train-Test Split and Data Preparation

Update attachment

Advanced Feature Engineering , Polynomial Features and Interaction Terms

Update attachment

Data Visualization Dashboard

Update attachment

Data Quality Assessment , Statistical Analysis and Distribution Testing

Update attachment

first devlog with planning and initial setup

Update attachment