Master Pandas and Python for Data Handling [2024]

سرفصل های دوره

Learn to Master Python, Pandas and Advanced Data Handling for Data Analysis, Data Science, and Machine Learning

1. Introduction

1. Introduction to Master Pandas and Python for Data Handling

2. Setup of the Anaconda Cloud Notebook

3. Download and installation of the Anaconda Distribution (optional)

4. The Conda Package Management System (optional)

2. Master Python for Data Handling

1. Overview of Python for Data Handling

2. Python Integer

3. Python Float

4. Python Strings I

5. Python Strings II Intermediate String Methods

6. Python Strings III DateTime Objects and Strings

7. Overview of Python Native Data Storage Structures

8. Python Set

9. Python Tuple

10. Python Dictionary

11. Python List

12. Overview of Python Data Transformers and Functions

13. Python While-loop

14. Python For-loop

15. Python Logic Operators and conditional code branching

16. Python Functions I Some theory

17. Python Functions II create your own functions

18. Python Object Oriented Programming I Some theory

19. Python Object Oriented Programming II create your own custom objects

20. Python Object Oriented Programming III Files and Tables

21.1 Text file.txt

21. Python Object Oriented Programming IV Recap and More

3. Master Pandas for Data Handling

1. Master Pandas for Data Handling Overview

2. Pandas theory and terminology

3. Creating a Pandas DataFrame from scratch

4. Pandas File Handling Overview

5. Pandas File Handling The .csv file format

6. Pandas File Handling The .xlsx file format

7. Pandas File Handling SQL-database files and Pandas DataFrame

8. Pandas Operations & Techniques Overview

9. Pandas Operations & Techniques Object Inspection

10. Pandas Operations & Techniques DataFrame Inspection

11. Pandas Operations & Techniques Column Selections

12. Pandas Operations & Techniques Row Selections

13. Pandas Operations & Techniques Conditional Selections

14. Pandas Operations & Techniques Scalers and Standardization

15.1 dataframes.zip

15. Pandas Operations & Techniques Concatenate DataFrames

16.1 pandas ops tech join df.zip

16. Pandas Operations & Techniques Joining DataFrames

17.1 pandas ops tech merge dataset.zip

17. Pandas Operations & Techniques Merging DataFrames

18.1 pandas t pivot dataset.zip

18. Pandas Operations & Techniques Transpose & Pivot Functions

19. Pandas Data Preparation I Overview & workflow

20. Pandas Data Preparation II Edit DataFrame labels

21. Pandas Data Preparation III Duplicates

22. Pandas Data Preparation IV Missing Data & Imputation

23. Pandas Data Description I Overview

24. Pandas Data Description II Sorting and Ranking

25. Pandas Data Description III Descriptive Statistics

26. Pandas Data Description IV Crosstabulations & Groupings

27. Pandas Data Visualization I Overview

28. Pandas Data Visualization II Histograms

29. Pandas Data Visualization III Boxplots

30. Pandas Data Visualization IV Scatterplots

31. Pandas Data Visualization V Pie Charts

32. Pandas Data Visualization VI Line plots

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تولید کننده: Udemy