XAI course
Master explainable AI for credit risk modelling by building interpretable models, assessing and addressing bias, implementing monitoring and fairness checks, and transforming SHAP analyses into stakeholder-friendly explanations that align with regulatory and business requirements. Delve into data preparation, model training, explainability tools like SHAP and LIME, bias mitigation, and creating audit-ready reports and dashboards.
4 to 360 hours flexible workload
valid certificate in your country
What will I learn?
This course equips you with practical skills to construct, interpret, and oversee credit risk models effectively. You will explore data, engineer features, preprocess inputs, and train reliable, understandable models. Gain expertise in global and local explainability techniques, fairness assessments, bias identification, and mitigation strategies. Develop compelling reports, dashboards, and narratives that inform stakeholders, underpin decisions, and comply with regulations.
Elevify advantages
Develop skills
- Develop explainable credit risk models through training, calibration, and thorough documentation.
- Utilise SHAP and global explainability methods to uncover vital drivers and model patterns swiftly.
- Engineer equitable, regulation-compliant AI systems by identifying bias, evaluating effects, and devising remedies.
- Produce precise local explanations employing SHAP, LIME, and counterfactual scenarios.
- Generate comprehensive, stakeholder-oriented explainability reports featuring dashboards, APIs, and verifiable logs.
Suggested summary
Before starting, you can change the chapters and the workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
Your lessons are perfect. I purchased the one-year package and finally have the opportunity to follow various topics of interest without needing to change platforms... I'm grateful for everything you do, I've already recommended you to other people...
Giulio CarloDigital Marketing Student
I like how the lessons are straight to the point and how I can change chapters and skip content I don't need.
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