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The case study will allow learners to understand the concept of Feature Engineering Techniques for transforming the data in a format suitable for training machine learning models.
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Difficulty: AdvancedDesigned for those with a technical background or industry experience
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Duration: Approximatley 2 hours
Case Overview
- The case enables the learner to gain practical experience by applying the fraud detection model to real world data that can classify a transaction as fraudulent or legitimate with a high degree of accuracy.
- Deep understanding of Feature engineering technique, which is an integral step before model building that improves the model performance.
- Understanding the theoretical concept behind categorical encoding methods such as label encoding and one hot encoding.
- The case helps in understanding various techniques such as feature transformation, data scaling, binning to improve model stability.
What’s included
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Skills You Will Learn
Associated Learning Tracks
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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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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