Data Analysis
4.5 (1645 Ratings)4k+ Learners4 WeeksFlexible
This course focuses on the fundamental techniques of data analysis, emphasizing the use of data analytics tools to explore, clean, and interpret data. You will learn how to use Python for data manipulation, visualization, and analysis, and explore key concepts like correlation, regression, and data cleaning.
Week 1
- Introduction to Data Analysis and Python
- Data Manipulation with Pandas
- Data Cleaning and Handling Missing Values
Week 2
- Exploratory Data Analysis (EDA)
- Descriptive Statistics: Mean, Median, Mode
- Data Visualization with Matplotlib and Seaborn
Week 3
- Correlation and Covariance Analysis
- Regression Analysis: Linear and Logistic Regression
- Capstone: Data Analysis Project with Real-world Data
Week 4
- Advanced Data Analysis Techniques (Time Series, Clustering)
- Final Project and Report
