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freeCodeCamp

Learn Python for Data Science - Full Course for Beginners

via freeCodeCamp

Overview

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This comprehensive 17-hour course introduces beginners to data science using Python, covering essential tools and techniques for effective data analysis. Start with Python basics before diving into Pandas and NumPy fundamentals. Apply your knowledge through four hands-on projects: web scraping, data visualization, data cleaning, and text classification with machine learning. Master critical skills including data filtering, extraction, reshaping dataframes, using GroupBy functions, merging datasets, and implementing regular expressions. The course provides complete setup instructions and includes access to source code, datasets, and a free Python for Data Science cheat sheet to support your learning journey.

Syllabus

⌨️ 0:00:00 Installation and Setup
⌨️ 0:27:23 Python Basics
⌨️ 1:41:41 Introduction to Pandas and Numpy
⌨️ 3:26:15 Project #1 - Web Scraping with Pandas
⌨️ 4:05:36 Filtering Data
⌨️ 5:34:46 Data Extraction
⌨️ 7:31:57 Reshaping and Pivoting Dataframes
⌨️ 7:50:59 Project #2: Making Data Visualizations
⌨️ 8:56:39 GroupBy and Aggregate Function
⌨️ 10:07:41 Merging and Concatenating Dataframes
⌨️ 11:49:12 Regular Expressions
⌨️ 12:45:45 Project #3: Data Cleaning with Pandas
⌨️ 14:17:45 Machine Learning with Python
⌨️ 14:43:45 Project #4: Text Classification with scikit-learn

Taught by

freeCodeCamp.org

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