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Data Science and Machine Learning with Python

haikv121 by haikv121
Tháng Mười Hai 25, 2021
in Learn Coder
0

Data Science and Machine Learning with Python. With the recent proliferation of Data Science, Machine Learning, and Artificial Intelligence applications, Python – a flexible, easy-to-learn, easy-to-use, rich library programming language – has become a should be popular. 

Data Science and Machine Learning with Python
Data Science and Machine Learning with Python

 The course “Data Science and Machine Learning with Python” provides you with basic knowledge of the Python programming language such as: installing and using Python, declaring and using variables, data types, expressions, Functions/procedures, file management, debugging, library use, and techniques to help you build applications using Python. 

The course “Python for Data Science / Machine Learning 1” will help students with the following necessary skills:

         Fluently use Python programming language (installing and using Python, declaring and using variables, data types, expressions, functions/procedures, file management, debugging, using libraries and other techniques) techniques to help you build apps)

         – Can write moderate applications in practice: data processing, analysis, file reading (Excel, CSV), data visualization

         – Understand and program 02 basic algorithms in data science/machine learning/data

Table of Contents

  • Course content
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Course content

01 

Introducing/installing Python

Python Interactive Shell, Python Interpreter

Execute a Python script

Exercise 1

02

Python IDEs (PyCharm, Spyder, etc.)

Data Types, Variables, and Operators

Exercise 2

03

Output format

List, Tuple, Set, Dictionary

 Exercise 3

04

Conditional Statement (if, else, continue, break)

Control Flow (for loop, while loop)

 Exercise 4

05

Iterator, filter, map, reduce

List Comprehension

File Management

Exercise 5

06

Function

Lambda and Recursive Function

Exercise 6

07

Module and Package 

Testing and Debugging

Exercise 7

08

Numpy

Exercise 8

09 

Pandas

Testing and Debugging

Exercise 9

ten

Data Visualization

Exercise 10

11 

Linear Regression

Exercise 11

twelfth

Logistic Regression

Exercise 12

analysis: Linear Regression and Logistic Regression

Having a basic background helps you to pursue more specialized fields: data science, machine learning, data analytics, artificial intelligence, internet of things.

Data Science and Machine Learning with Python

The course is downloaded on the Drive file. So you can study directly on it or download it to your computer. We recommend that you download it to your computer to avoid file loss. Wish you a happy learning.

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Tags: Data ScienceMachine LearningMachine Learning with PythonPython
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