Student Performance Prediction

forgot to add devlog created webapp 2 and submitted the project for athena

forgot to add devlog yesterday created model.pkl for webapp 2 and webapp 1.py

Created model.pkl file for webapp 1

deployed online

final post after completing this project

working on final tweeks so that its easy for uploading online

Json and Excel files

Models and Data

Html Reports and code Restructured

got an unknown error so im still working on it

Export Results to Multiple Formats

Model versioning and rollback system

AB testing framework for model updates

Model Monitoring Simulation

Sample Prediction Demonstration

batch prediction demonstration

Production Deployment Framework and Monitoring

need some more time to work on this

Training stability analysis

Cross-Validation Deep Dive and Model Validation

Prediction explanation for sample cases

Model Interpretability and SHAP Analysis

working on model interpretability

Final Model Selection and Business Insights

Structrural improvement with Ensemble Methods and Advanced Model Combination

gradient boosting model prediction and confidence interval

error distribution , learning curve and complexity vs performance

Error distribution analysis

Statistical comparison of top models and Visualization Dashboard

working on statistical testing

working on Model Evaluation and Statistical Analysis

worked on Model Training and Evaluation

Data Preprocessing , Scaling , Model Definition and Hyperparameter Spaces

worked on Feature Engineering and Data Visualization Dashboard

comparing feature engineering values and optimizing

worked on Statistical Tests , Distribution Analysis , Correlation and Relationship Analysis

worked on Data Exploration and its graphical stuffs

first devlog on this project initial setup