Model Monitoring Dashboard: Track KPIs, Confusion Matrix & Predictions | PD Model Dev - 5
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 real-time 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 in-depth 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 Pre-processing - 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...
🌐 Connect with Us:
Follow us on social media for behind-the-scenes content, updates, and more:
Facebook: / learnerea
LinkedIn: / learnerea
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
