Idan
Artificial Intelligence & Machine Learning: Level-2
Learn the Python Fundamentals and Pandas Library for Data Science Projects
$9.26
$18.52
1-Year Access

Course Includes:

  • 4 Hour Video Class
  • Free Certificate of Completion
  • 1 Year Access
  • Downloadable Resources
Artificial Intelligence & Machine Learning: Level-2
43 students enrolled
41 lectures
Self-paced online
Learn the Python Fundamentals and Pandas Library for Data Science Projects
What you will learn
  • Python for Data Science and Machine Learning Projects
  • Learn to use the Pandas Data Science Library
  • JupyterLab Development tool
  • Develop Jupyter Notebooks
  • Loading and Analysing Tabular Datasets
  • Selecting, Filtering, and Cleaning Data
  • Grouping, Sorting, and Exporting Data
Requirements
It is recommended to start with "Artificial Intelligence & Machine Learning - Level 1"

Course Description

Unleash the Power of ML Machine Learning is one of the most exciting fields in the hi-tech industry, gaining momentum in various applications. Companies are looking for data scientists, data engineers, and ML experts to develop products, features, and projects that will help them unleash the power of machine learning. As a result, a data scientist is one of the...
Idan
$9.26
$18.52
1-Year Access

Course Includes:

  • 4 Hour Video Class
  • Free Certificate of Completion
  • 1 Year Access
  • Downloadable Resources
Course Content
Expand all sections

  • Welcome
    Preview
    3 Mins
  • Anaconda Installation
    5 Mins
  • JupyterLab Overview
    4 Mins
  • Working with a Jupyter Notebook
    15 Mins

  • Overview
    3 Mins
  • Variables and Data Types
    8 Mins
  • Strings
    8 Mins
  • Lists
    10 Mins
  • IF and For-Loop Statements
    8 Mins
  • Functions
    8 Mins
  • Dictionaries
    12 Mins
  • Classes, Objects, Attributes, and Methods
    8 Mins
  • Importing Modules
    8 Mins
  • Libraries for Data Science Projects
    8 Mins
  • Exercise #1 - Python Fundamentals
    1 Mins

  • Overview
    3 Mins
  • Series Data Structure (1D)
    13 Mins
  • DataFrame Data Structure (2D)
    5 Mins
  • Data Selection in a DataFrame
    15 Mins
  • Exercise #2 – Pandas Series and DataFrame
    1 Mins

  • Overview
    2 Mins
  • Kaggle and the Titanic Dataset
    6 Mins
  • Loading a Tabular Data File
    7 Mins
  • Adjusting the Loading Parameters
    14 Mins
  • Preview the DataFrame
    9 Mins
  • Using Summary Statistics
    5 Mins
  • The Concept of Methods Chaining
    6 Mins
  • Sorting and Ranking
    4 Mins
  • Filtering
    5 Mins
  • Grouping
    5 Mins
  • Exercise #3 – Data Loading and Analysis
    1 Mins

  • Overview
    3 Mins
  • Removing Columns or Rows
    5 Mins
  • Removing Duplicate Rows
    9 Mins
  • Renaming Column Labels
    4 Mins
  • Dropping Missing Values
    8 Mins
  • Filling-in Missing Values
    4 Mins
  • Creating Dummy Variables
    9 Mins
  • Exporting Data into Files
    3 Mins
  • Exercise #4 – Data Cleaning and Transformation
    1 Mins

  • Let's Recap and Thank!
    3 Mins
About the Instructor
Idan
star-icon4.5 Stars Rating
user-group96 Students
player-icon6 Courses
Idan Gabrieli  is a Pre-Sales Manager (B.Sc. and MBA) for software solutions with a comprehensive technical background in a variety of cutting-edge technologies. Idan is working with hundreds of business companies worldwide while helping to transform business challenges, requirements, and opportunities into practical use cases. As part of his passion for sharing years of experience and knowledge, he created  ...
$9.26
$18.52