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Had Course Part mn Data Science Bootcamp, li ghadi nt3lmo fih mn python htal advanced machine learning algorithms, ghadi nkhdmo 3la case studies o hta 3la real data.
Shno ghadi nt3almo:
Pandas Intro
Pandas Getting Started
Pandas Series
Pandas DataFrames
Pandas Read CSV
Pandas Read JSON
Pandas Analyzing Data
Cleaning Data
Cleaning Data
Cleaning Empty Cells
Cleaning Wrong Format
Cleaning Wrong Data
Removing Duplicates
Correlations
Pandas Correlations
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Chapters:
00:00 Pandas Overview
16:30 Pandas Series
19:00 Key/Value Objects as Series
23:20 DataFrame
26:00 Locate Row
28:40 Named Indexes
30:00 Locate Named Indexes
31:30 Load Files Into a DataFrame
33:40 Pandas Read CSV
34:40 max_rows
38:00 Pandas Read JSON
42:00 Dictionary as JSON
44:00 Pandas - Analyzing DataFrames
45:44 Info About the Data
47:30 Pandas - Cleaning Data
50:00 Cleaning Empty Cells
52:00 Replace Empty Values
54:00 Replace Only For Specified Columns
55:00 Replace Using Mean, Median, or Mode
59:00 Pandas - Cleaning Data of Wrong Format
1:03:00 Removing Rows
1:06:00 Pandas - Fixing Wrong Data
1:11:00 Pandas - Removing Duplicates
1:14:00 Pandas - Data Correlations