#4 What is Pandas DataFrame in Python? | Pandas for ML & DL #4
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#4 What is Pandas DataFrame in Python? | Pandas for ML & DL #4
49 просмотров · 8 дней назад
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49 просмотров · 8 дней назад
What is a Pandas DataFrame in Python? In this video, we will learn one of the most important concepts in Pandas: the DataFrame.
A DataFrame is a 2-dimensional labeled data structure that looks like a table with rows and columns. It is widely used for Data Science, Machine Learning, and data analysis.
In this video, you will learn:
• What is Pandas DataFrame?
• Why do we use DataFrames?
• Rows and Columns
• Index and Column Labels
• Creating a DataFrame from a Dictionary
• Creating a DataFrame from Lists
• Custom Columns
• Custom Index
• Accessing DataFrame Columns
• Series vs DataFrame
• 1D vs 2D data
• DataFrame in Machine Learning
• Practical Python examples
Example:
CSV Dataset → Pandas DataFrame → Data Cleaning → EDA → Machine Learning
You will also understand an important concept:
A DataFrame is essentially a collection of Pandas Series that share the same index.
This video is part of the complete:
"Pandas for Machine Learning & Deep Learning" course.
Next video:
How to Load CSV & Excel Datasets with Pandas?
#Pandas #Python #DataFrame #MachineLearning #DataScience #DeepLearning