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The case study introduces the learner to the concept of Clustering and focuses on explaining how clustering can be used to group the drivers with similar behavior based on telematics data of the vehicles.
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Difficulty: AdvancedDesigned for those with a technical background or industry experience
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Duration: Approximately 3 hours
Case Overview
- The case introduces the learner to apply Data Pre-processing techniques for telematics data and prepares it before applying any machine learning technique.
- Deep-Dive to the concept of data scaling, that generalizes data points so that the distance between them will be minimized.
- The case exposes a learner to gain hands-on experience on how to detect and remove missing & outlier values that reduce the overall performance of the Machine learning model.
- The case helps the learner to implement various techniques of clustering which looks for structures in the data and create groups such that data within a cluster are grouped in order to be more comparable to one another than to data from other clusters.
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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.
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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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