Mastering Python Pandas: From Beginner to Data Science Pro

سرفصل های دوره

Become a Master of Data Analysis, Data Mining, and Data Manipulation with Pandas.

1. Introduction to Python and Pandas

1. Setting Up Your Python Development Environment

2.1 databases.7z

2. Setting Up Your Project and Preparing Databases

3. How to Learn If Youre an Absolute Beginner. Tools for Learning Pandas

2. Pandas Basic Level

1. Getting Started with Pandas Loading and Exploring Your First Dataset

2. Working with Specific Columns and Previewing Data Subsets

3. Selecting Specific Rows in a DataFrame with Pandas

4. Practice Session 1 Applying Basic Pandas Commands

5. Creating a DataFrame from Lists in Pandas

6. Mastering Data Selection with loc and iloc in Pandas

7. Performing Operations on DataFrame Columns in Pandas

8. Practice Session 2

9. Intermediate-level Data Management with Pandas

10. Exploring Data with the Describe Method in Pandas

11. Practice Session 3

12. For Loops in Pandas DataFrames

13. Mastering For Loops with Pandas DataFrames

14. Practice Session 4

3. Pandas Advanced Level

1. Advanced Functions Leveraging Lambda in Pandas I

2. Advanced Functions Leveraging Lambda in Pandas II

3. Advanced Functions Leveraging Lambda in Pandas III

4. Calculating Averages in Pandas Using For Loops

5. Handling Missing Data with fillna in Pandas

6. Understanding and Manipulating Indexes in Pandas DataFrames

7. Advanced Filtering Techniques with Pandas

8. Sorting Data with Pandas

9. Mastering Data Aggregation with Pandas GroupBy

10. Working with Dates in Pandas

11. Concat Function in Pandas

12. Data Merging with Pandas

13. End of the Advanced Level!

4. Practice Session

1. Easy level - Practical Data Filtering and Transformation with Pandas

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تولید کننده: Udemy