Data Analysis with Python: Become an Expert in 10 Weeks
15 Lessons
2h 11m
Join Jessica, a data enthusiast, on a 10-week journey to master data analysis using Python. Perfect for beginners and those looking to enhance their skills. The course starts with an introduction to data analysis and Python's role. Students set up their e...
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Curriculum Outline
Total 3 Chapters
Welcome and Course Overview
07:19
Setting Up Your Python Environment
07:59
Python Basics: Variables, Data Types, and Control Structures
06:44
Introduction to NumPy for Numerical Computing
09:28
Getting Started with Pandas for Data Manipulation
07:44
Chapter Quiz
Methods of Data Collection and Importing Data
08:24
Handling Missing Data and Data Imputation
09:23
Data Cleaning Techniques with Pandas
07:10
Data Transformation and Feature Engineering
10:56
Exporting and Storing Cleaned Data
10:38
Chapter Quiz
Introduction to Exploratory Data Analysis (EDA)
08:44
Data Visualization with Matplotlib
08:46
Advanced Visualization Techniques with Seaborn
09:16
Identifying Patterns and Trends in Data
10:18
Creating Interactive Visualizations with Plotly
07:40
Chapter Quiz
Final Quiz
What you will learn
Basics of Python programming with essential libraries
Data collection, cleaning, and preparation techniques
Exploratory data analysis (EDA) and data visualization
Machine learning model implementation with Scikit-Learn
This curriculum is designed for
Beginners looking to start in data analysis
Data enthusiasts seeking structured learning
Professionals aiming to enhance their data skills
Individuals interested in Python for data analysis
Learners wanting hands-on experience with real datasets4o
Skills you can acquire
Data Science
BI
Python
R
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