In this video, we dive deep into the realm of Model Monitoring. Join us on a journey of mastery as we unveil the development of a comprehensive dashboard tracking key performance indicators (KPIs), Confusion Matrix insights, and detailed predictions. This is an essential guide for assessing and optimizing the performance of the predictive model developed in this series.

Key Highlights:
KPI Tracking: Explore crucial Key Performance Indicators to gauge the effectiveness of your predictive model.
Confusion Matrix Insights: Gain a deep understanding of model performance with a detailed analysis of the Confusion Matrix.
Predictions Dashboard: Witness realtime predictions against specific features, providing actionable insights for model refinement.

Series Overview:
This video marks the fifth instalment of our PD Model Development Series. Whether you're a data science enthusiast, a budding analyst, or a seasoned professional, this series equips you with the skills to master predictive modelling and model monitoring for credit risk assessment.

Who is This For?

Data Scientists and Analysts
Professionals Involved in Credit Risk Modelling
Anyone Seeking Advanced Model Monitoring Techniques

Engage With Us:
If you find this content valuable, don't forget to like, share, and subscribe for more indepth tutorials on predictive modelling and model monitoring. Share your thoughts and questions in the comments below – we love hearing from our community!

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Resources
Developed script in the video https://github.com/LEARNEREA/Data_Sci...
Script to understand the diff. in scores https://github.com/LEARNEREA/Data_Sci...
Automated Preprocessing https://github.com/LEARNEREA/Data_Sci...
Logistic saved model https://github.com/LEARNEREA/Data_Sci...
Random Forest saved model https://github.com/LEARNEREA/Data_Sci...
XGB saved model https://github.com/LEARNEREA/Data_Sci...

Raw data utilised in the development https://github.com/LEARNEREA/Data_Sci...

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Ready to master model monitoring and elevate your predictive modeling skills? Watch now and unlock the power of KPIs, Confusion Matrix insights, and a Predictions Dashboard!

#DataScience #ModelMonitoring #KPIs #ConfusionMatrix #PredictiveModeling #PDModelDevelopment