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1. Introduction to Data Science
3. Importance of data science in decision-making
5. Identifying and handling missing data
7. Feature scaling and Normalization
9. Overview of supervised and unsupervised learning
2. Overview of the data science lifecycle
4. Data Cleaning and Preprocessing
6. Outlier detection and treatment
8. Data Modeling for Machine Learning
10. Splitting data into training and testing sets
This course provides a comprehensive introduction to the field of Data Science, covering the essential concepts, tools, and techniques used to analyze and interpret complex data. Students will learn about data collection, cleaning, and preprocessing, as well as exploratory data analysis, statistical inference, and machine learning. The course emphasizes practical applications and includes hands-on projects using industry-standard tools such as Python, R, and SQL. By the end of the course, students will be able to turn data into actionable insights to inform decision-making processes.
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