FUNDAMENTALS OF DATA SCIENCE

Course Description

This course focuses on learning data science through the interest to development and improvement of capability of solving rich problems from data point of view in a systematic and principled way by using high quality instructions and basic level data science techniques. Students will be introduced to what data science is, will discover the applicability of data science across fields, and will learn how data analysis can help them make data driven decisions. Students will gain familiarity with various open source tools and data science programs used by data scientists, like Jupyter Notebooks, RStudio, GitHub, and SQL. This course provides the students with the required structure and responsibilities in order to educate them as data scientists progressing a right way with high concluding capabilities.

FUNDAMENTALS OF DATA SCIENCE

Evaluation Tools (Active Term)

Course outcomes

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Course Syllabus

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Reference Books & Course Materials

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Learning Outcomes

1. L01 1. Students will be able to explain fundamental concepts of data science, including data types, workflows, and applications. 2. Students will be able to perform basic data preprocessing, including cleaning, transforming, and organizing datasets. 3. Students will be able to create and interpret basic data visualizations using charts and plots. 4. Students will be able to apply basic statistical concepts such as mean, variance, correlation, and probability distributions. 5. Students will be able to use data science methods to solve simple real-world problems. SOLO 1

Program Outcomes

1. P01 Create a user interface in a contemporary object-oriented language to allow users to access business data
2. P02 Identify and analyze user needs and take them into account in the selection, creation, integration, evaluation and administration of computing-based systems
3. P03 Analyze common business functions and identify, design, and develop appropriate information technology solutions
4. P04 Design and develop software solutions for contemporary business environments by employing appropriate problem-solving strategies
5. P05 Configure and administer database server to support contemporary business environments.
6. P06 Administer or mange a relational database for a small to medium size company
7. P07 Be able to effectively integrate IT-based solutions into the user environment
8. P08 Understand professional, ethical, legal, security and social issues and responsibilities
9. P09 Be able to apply effective communication skills consistent with the professional environment
10. P10 Be able to apply effective collaboration skills in teamwork consistent with the professional environment

Po-Lo Matrix