Data Science
Data science involves integrating a mix of mathematical and statistical foundations, programming skills, and practical applications
Data science involves integrating a mix of mathematical and statistical foundations, programming skills, and practical applications
1. Introduction to Data Science
- Overview of the
data science lifecycle.
- Role of data
scientists in various industries.
2. Mathematics for Data Science
- Linear algebra,
calculus, and probability theory.
- Mathematical
foundations for data analysis.
3. Statistics for Data Science
- Descriptive and
inferential statistics.
- Probability
distributions and hypothesis testing.
4. Programming Fundamentals
- Introduction to a
programming language (e.g., Python or R).
- Basic programming
constructs and data structures.
5. Database Management
- Relational
databases and SQL.
- Data storage and
retrieval.
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