
What you would learn in The Complete Python Pro Bootcamp for Data Science and AI course?
This module helps students program using Python and is planned to launch their careers with Artificial Intelligence and Data Science.
If you are looking to venture into the realm of Data Science and are from another field or career, then this course is an ideal choice for you to sign up for.
You must get ready for the practical workshop by watching lecture videos and reading the written materials and the assignments for practical tasks, and preparing some of the first tasks to be prepared for your day's work.
The structure of this course is a four-week intensive course that teaches you the fundamental programming skills that will help you excel in the remainder of your course. I am aware that you have diverse backgrounds. I'd like you to communicate with us about the lessons you've learned whenever you can, regardless of whether you're brand new to programming or if you've tried it before. Programming is a process that requires time to master, so the longer you work on the skills you've learned, the better you will get.
Two weeks, in the beginning, are comprised of several smaller topics that are crucial to programming comprehension and later weeks will use these topics for more advanced applications.
The entire programming portion will be done within Jupyter Notebook, and Python version installations and use will be explained in this class.
Week 1.
Environments
Variables
Data Primitives
Data Structures (Collections)
Control Flow
Scope of Teaching
Week 2.
Functions
List/Dict Comprehensions
Libraries
Python Modules
An object that is Oriented Python
Teaching
Third Week.
The Coursework: Introduction
Numpy as well as N-Dimensional Matrices
File Input/Output
Error-handling/Exceptions Teaching
Fourth Week.
The introduction of the Pandas library
Visualization of data using Python Coursework
The Real App.
Customer Data Pre-Processing
Content of the Course:
- It will be your first step to be taught how to Install Python and Jupyter on your laptop or desktop.
- Coding Languages and Computation
- Programming in Python
- Python Commands
- Python Data Structures Lists
- Python Data Structures - Dictionary and Tuple
- Scope and Functions
- Methods and Classes
- Python Comprehensions found in Lists and Dictionaries
- Comprehensions of Lists and Dictionary Terms
- File I/O in Python
- Processing CSV documents in Python
- CSV Reading and Writing
- JSON Writer and Reader in Python
- Pandas in Python
- Pandas in the Python Notebook
- Seaborn visualization in Python
- Data pre-processing using python
- Learn to analyze, retrieve and cleanse data using Python Data cleaning
- You will learn the fundamentals for For Loops and Advanced For Loops
- You'll understand why foundations alter lists and Dictionaries and their functions
- Data Cleaning and Preparation for Machine Learning
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