1st lesson free
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Somya
- Rate S$5
- Response 1h
S$5/h
Contact
1st lesson free
- Python
- SQL
Learn data analysis with Python Python | data cleaning | data visualization | machine learning with real-world projects
- Python
- SQL
Lesson location
About Somya
Hi! I am Somya, a data analyst. I have taught more than 50 students and helped them in the field of data analysis. Here we will learn how to deal with real-world problems while building the concept of data analysis; we will be discussing how data analysis helps businesses to grow and how to turn data into actions.
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About the lesson
- All levels
- English
All languages in which the lesson is available :
English
Module 1: Introduction to Data Analysis
• What is Data Analysis?
• Importance of Data in Business
• Types of Data
• Data Analysis Life Cycle
• Roles of a Data Analyst
• Real-world Applications of Data Analysis
Module 2: Basics of Statistics for Data Analysis
• Mean, Median and Mode
• Range and Standard Deviation
• Probability Basics
• Correlation and Covariance
• Data Distribution
• Sampling Techniques
Module 3: Python for Data Analysis
• Introduction to Python
• Python Basics and Data Types
• Loops and Functions
• NumPy Fundamentals
• Pandas for Data Manipulation
• Data Cleaning with Python
• Data Visualization using Matplotlib and Seaborn
• Working with CSV and Excel Files
Module 4: Data Cleaning and Preprocessing
• Handling Missing Data
• Removing Duplicates
• Data Formatting
• Outlier Detection
• Feature Scaling
• Data Transformation Techniques
• Data Validation
Module 5: Data Visualization
• Importance of Data Visualization
• Types of Charts and Graphs
• Dashboard Design Principles
• Visualization using Excel
• Visualization using Python
• Introduction to Tableau and Power BI
• Storytelling with Data
Module 6: Introduction to Machine Learning
• What is Machine Learning?
• Types of Machine Learning
• Regression Basics
• Classification Basics
• Model Evaluation
• Practical Use Cases
Skills You Will Gain
• Data Cleaning
• Data Visualization
• Statistical Analysis
• Problem Solving
• Decision-Making Using Data
• Machine Learning
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Rates
Rate
- S$5
Pack rates
- 5h: S$25
- 10h: S$50
free lessons
This first lesson is free to allow you to get to know your teacher so that they can best meet your needs.
- 1hr
online
- S$5/h
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