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MITDS Module-3: ITDS460 Data Analytics and Visualization (7.5 ECTS)

The data analytics and visualization course cover techniques and tools used to analyze and visualize data in order to identify patterns, trends, and insights. The course covers topics such as data exploration and cleaning, data visualization principles and techniques, statistical analysis, and data mining.

5 ( 1 ratings ) 22 students enrolled
Reviewed on 2023-02-17 13:42:45 Last updated on 2025-01-21 07:24:22 English
What I will learn?

    Students would learn how to use popular tools and languages such as Excel, Tableau, R, or Python to analyze and visualize data, and may also explore machine learning algorithms and techniques for data modelling and prediction.

    The course also covers topics such as data ethics, data security, and data governance. Students would be expected to complete projects that involve data analysis and visualization and may gain practical experience with real-world data sets. 


Lessons for this course
1 Units
  •     ITDS460 Learning Material 0
  •     ITDS460 Assignment Outline 0
  •     ITDS460 Assignment 0
Requirements
  • No Requirements
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Course Objective

The course would be geared towards students with a basic understanding of statistics and programming, and may prepare students for careers in data analysis, business intelligence, or data visualization.

Upon completion of the programme, graduates can pursue careers as data analysts, data scientists, database administrators, business intelligence analysts, and software developers in a wide range of industries, including finance, healthcare, technology, and government.

About the institution
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EUROPEAN INTERNATIONAL UNIVERSITY-PARIS
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Student feedback
Average rating
5

Ragab Abdelmeguid


05:56:53 AM 2025-01-09

Course Review: Visualization Analysis & Design, 2021 The Visualization Analysis & Design course offers a comprehensive and structured approach to understanding and mastering the art of data visualization. With its well-curated content, it balances theoretical foundations with practical applications, making it highly beneficial for students, professionals, and researchers aiming to enhance their visualization skills. Key Strengths: Logical Structure and Frameworks: The course begins with foundational concepts like data abstraction and task abstraction, ensuring participants understand how to frame real-world problems in a way that aligns with effective visualization. The inclusion of the nested model provides a robust theoretical framework to connect the design process with implementation and evaluation, setting the stage for deeper insights. Core Visualization Techniques: The exploration of marks and channels and rules of thumb offers practical guidance for encoding data visually in the most effective and interpretable ways. Topics like tables, geographic maps, and spatial fields delve into specific visualization types, catering to diverse datasets and use cases. Advanced Applications: The sections on networks, color, and interactive views tackle complex visualization challenges, ensuring learners are equipped to handle multifaceted datasets and produce meaningful insights. Discussions around multiple views and interactive techniques like Focus+Context help address challenges related to exploring large datasets by integrating diverse perspectives into a cohesive interface. Data Reduction and Contextualization: The course emphasizes practical strategies like aggregation, filtering, and embedding, which are critical for managing large datasets while preserving key insights. Usability and Practicality: The integration of rules of thumb provides actionable guidance for design decisions, enhancing the practical applicability of the material. Emphasis on interactivity and reducing cognitive load through effective design makes this course relevant for modern data analysis workflows. Learning Outcomes: By the end of the course, participants are equipped to: Analyze and abstract data and tasks for effective visualization. Design intuitive visual representations using established rules and principles. Apply advanced techniques like spatial and network visualizations to solve real-world problems. Create interactive, user-friendly dashboards and visualizations that accommodate diverse user needs. Suggestions for Improvement: While the course is highly comprehensive, the following enhancements could add further value: Case studies or real-world examples could help contextualize the theoretical aspects, demonstrating their practical applications. Additional focus on emerging tools or software for visualization (e.g., Tableau, Power BI, or D3.js) would benefit participants aiming for industry-oriented applications. Overall Impression: The Visualization Analysis & Design course is an excellent blend of theory and practice, equipping participants with the knowledge and skills required to create meaningful and impactful visualizations. The inclusion of diverse topics such as color theory, spatial fields, and interactive views ensures that the course covers a wide spectrum of visualization challenges. This course is highly recommended for anyone seeking to build a strong foundation in visualization design or elevate their current skill set.



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