Python Tutorial for Beginners - Crash Course 2020 [FULL COURSE]
TABLE OF CONTENT
Introduction 00:00:00
Print() Statement 00:00:39
Types of Objects 00:01:43
Basic Mathematical Operations 00:07:08
Basic String Operations 00:08:58
Data Structures - Tuple 00:16:40
Data Structures - List 00:26:13
Data Structures - Dictionary 00:35:43
Data Structures - Set 00:42:04
Comparison Operators 00:52:43
Flow Control - Branch 00:55:23
Flow Control - Loop 01:01:23
User Defined Function 01:07:00
Main Check Statement 01:15:40
Data Collection
Read, Write Text Files 01:19:21
Read, Write CSV, XLS, XLSX Files 01:28:18
Data Pre-processing and Exploration
Pandas - loc[] and iloc[] 01:34:25
Pandas - Descriptive Statistics 01:44:13
Pandas - Statistical Functions 01:50:16
Pandas - Dealing with Missing Data 01:57:12
Pandas - Dealing with Multiple Tables 02:11:18
Pandas - Dealing with Time-Series Data 02:20:14
Pandas - Groupby() 02:27:27
Numpy - Introduction 02:39:59
Mathematical Model Development
Scipy - Linear Algebra 03:00:20
Scipy - Fourier Transforms 03:10:51
Scipy - Optimization 03:27:34
Scipy - Integration 03:40:15
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