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.
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
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.
