Test course

The course will be divided into the following modules:

Module 1: Introduction to Data Science

• Overview of data science and its applications
• Key concepts in data science
• Data types and data formats
• Tools and software used in data science

Module 2: Data Collection and Cleaning

• Data sources and formats
• Techniques for cleaning and preprocessing data
• Data wrangling using Python and R

• Module 3: Exploratory Data Analysis

  • Descriptive statistics
  • Data visualization
  • Correlation and regression analysis

  Module 4: Statistical Methods

  • Probability distributions
  • Hypothesis testing
  • Confidence intervals

  Module 5: Machine Learning Techniques

  • Introduction to machine learning
  • Supervised and unsupervised learning
  • Regression analysis and classification
  • Clustering

  Module 6: Challenges in Data Science

  • Common challenges in data science, such as bias and missing data
  • Strategies for addressing these challenges
  • Ethical considerations in data science

  Module 7: Data Science Project

  • Students will work in teams to complete a data science project
  • Project will involve all aspects of data science covered in the course
  • Final project presentations and reports will be required

  Assessment: Assessment for this course will be based on the following components:

  • Assignments (30%)
  • Quizzes (20%)
  • Midterm Exam (20%)
  • Final Exam (30%)

  The final project will not be graded, but will be required for completion of the course.

  Textbook: The textbook for this course is "Python for Data Analysis" by Wes McKinney. Additional readings and resources will be provided throughout the course.

  Prerequisites: There are no formal prerequisites for this course, but basic knowledge of programming concepts and statistics would be helpful.

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