- United Arab Emirates
- Saudi Arabia
- Qatar
- Oman
- Kuwait
- Bahrain
- Pakistan
- Egypt
- Libya
- Afghanistan
- Sudan
- Cyprus
- Fiji
- Ethiopia
- Ghana
- Kenya
- Nigeria
- Mauritius
- South Africa
- Zambia
- Zimbabwe
- Mozambique
- Uganda
- Tanzania
- Angola
- And Growing up
Narrated ‘Ali bin Abi Talib (RA): The Prophet (RA) stood up for a funeral (to show respect) and thereafter he sat down. (Dawud)
Python Programming for Machine Learning (AI) course is made in a way that the machine learning uses an approachable, and well-known programming language, Python. In this course, you will be able to learn about the purpose of Machine Learning and where it applies to the real world and an overview of Machine Learning topics such as supervised vs unsupervised learning, model evaluation, and Machine Learning algorithms. This 5 days course explores mathematical operations with array data structures, optimization, probability density function, interpolation, fast Fourier transform, and basic signal processing. In this course you will get a deep understanding of the practical aspects of Python for data wrangling involved in ML and AI applications, you will be a more effective problem solver when dealing with engineering and scientific challenges in your own career. This Python Programming for Machine Learning (AI) course comes with a certification after the end of the exam.
Course Outline
Vital Python – Math, Strings, Conditionals, and Loops
Vital Python
Numbers: Operations, Types, and Variables
To Open a Jupyter Notebook
Python as a Calculator
Standard Math Operations
Basic Math Operations
Order of Operations
Spacing in Python
Number Types: Integers and Floats
Complex Number Types
Errors in Python
Variables
Variable Assignment
Changing Types
Reassigning Variables in Terms of Themselves
Variable Names
Multiple Variables
Comments
Docstrings
Theorem in Python
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Strings: Concatenation, Methods, and input()
String Syntax
Escape Sequences with Quotes
Multi-Line Strings
The print() Function
String Operations and Concatenation
String Interpolation
Comma Separators
Format
The len() Function
String Methods
Casting
The input() Function
String Indexing and Slicing
Indexing
Slicing
Strings and Their Methods
Booleans and Conditionals
Booleans
Logical Operators
Comparison Operators
Comparing Strings
Conditionals
The if Syntax
Indentation
if else
The elif Statement
Loops
The while Loops
An Infinite Loop
break
Programs
The for Loop
The continue Keyword
Python Structures
The Power of Lists
List Methods
Accessing an Item from a List
Adding an Item to a List
Dictionary Keys and Values
a List and a Dictionary
Zipping and Unzipping Dictionaries Using zip()
Dictionary Methods
Tuples
A Survey of Sets
Set Operations
Choosing Types
Executing Python – Programs
Algorithms, and Functions
Introduction
Python Scripts and Modules
Shebangs in Ubuntu
Docstrings
Imports
The if __name__ == "__main__" Statement
Basic Functions
Positional Arguments
Keyword Arguments
Iterative Functions
Exiting Early
Activity 10: The Fibonacci Function with an Iteration
Helper Functions
Don't Repeat Yourself
Variable Scope
Variables
Defining inside versus outside a Function
The Global Keyword
The Nonlocal Keyword
Lambda Functions
Mapping with Lambda Functions
Filtering with Lambda Functions
Sorting with Lambda Functions
Extending Python, Files, Errors, and Graphs
Reading Files
Writing Files
the Date and Time in a Text File
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Who can take up the Python Certification Training?
Q: What is actually Artificial Intelligence & machine learning with Python?
A: Machine learning is a sort of artificial intelligence (AI) that provide a system with the ability to learn without being explicitly programmed. Machine learning focuses on the development of Computer Programs that can change when shown to new data.
Q: How Python programming is operated in artificial intelligence?
A: Python is a more well-known programming language than C++ for AI. This is due to the Python language which is simple and easy to use. Performance-wise, C++ outperforms Python.
Q: Is Python mandatory for machine learning?
A: Yes, You must have some basic knowledge of Python in order to use it for machine learning.
Q: Which language is the best for AI?
A: When it comes to AI Programming Languages, Python is the best language as it is pre-built libraries (like NumPy, Pandas, and SciPy) that help expedite AI development.
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Course Provider: Organization
Course Provider Name: CounselTRain