Introduction to Explainable AI (XAI) using SHAP

This course introduces the concept of SHAP methodology, an XAI technique, which can be applied to understand the results an ML model and how they can be presented in a human interpretable format

  • icon-data 2 Data Cases
  • icon-reading 1 Reading
  • icon-quiz 1 Quiz
Introduction to Explainable AI (XAI) using LIME
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    Difficulty: Advanced

    Prior education or professional experience required

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    Duration: Approximately 5 hours

Course Overview

  • The course familiarizes the learner with the working principle of SHAP methodology
  • Learn how SHAP can be applied for binary Classification
  • Learn how to compare SHAP based Predictions with others
  • Learn to Interpret SHAP Results

What’s included

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Lifetime Access

Access this project for life once completed

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Flexible Scheduling

Start learning online immediately, at your own pace

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Desktop Only

We recommend completing this project on a desktop

Syllabus

Explainable AI – XAI, SHAP, Model Comparison, Binary Classification, Logistic Regression, Random Forest Classifier, Naive Bayes Classifier

How it Works

Learn new skills that will boost your career by enrolling in courses across data analytics, data science, ML and AI. These courses will utilize readings, videos, quizzes, data cases, and even coding exercises to teach you skills and concepts in a way that will solidify your new knowledge for hands-on application.

With our hands-on projects, you will take your newly learned skills along with our 750+ low-code/no-code functions and embedded coding console to complete milestone-based projects. Once completed, you will have effectively applied new skills and concepts to real-world data cases that can be translated directly into your career.

Complete assessments and track your progress in real-time to benchmark your proficiency in relation to key functional areas. As you progress through your courses, our patented platform will utilize ML and AI to record and analyze your inputs and output to provide active feedback and recommendations that will help you learn more effectively than the standard Letter Grade system used today.

Complete courses to earn sharable certificates and badges. These awarded items will be look great in your portfolio as you showcase your skills and project experience to employers and colleagues.

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Managing Director of Solutions.AI, Global Products & Delivery Lead at Accenture

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Head Data and Analytics at CitiBank India

“Rolai is the best program available for someone looking to enhance their skills”

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Planning & Analytics @ Brooks Brothers

“Great way to learn data analytics and data science”

Balaji Reddy
Manager – Applications Development

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Aadarsha G
Student At Ohio Wesleyan University
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Rolai’s patented process provides a personalized learning process for each user. Rolai goes deeper than simply learning concepts and testing your skills. At Rolai, learners can apply their skills to actual industry use cases and projects.

Our courses include readings, videos, quizzes, and hands-on data cases that are completed using our virtual lab; give learners an applied learning experience.

No additional tools are needed to begin learning with Rolai. Our virtual lab contains the necessary data workspace and an embedded coding console.

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