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Python for Data Science, AI & Development
  • Level Foundation
  • المدة 27 ساعات hours
  • الطبع بواسطة IBM
  • Offered by

عن

Kickstart your learning of Python with this beginner-friendly self-paced course taught by an expert. Python is one of the most popular languages in the programming and data science world and demand for individuals who have the ability to apply Python has never been higher. This introduction to Python course will take you from zero to programming in Python in a matter of hours—no prior programming experience necessary! You will learn about Python basics and the different data types. You will familiarize yourself with Python Data structures like List and Tuples, as well as logic concepts like conditions and branching. You will use Python libraries such as Pandas, Numpy & Beautiful Soup. You’ll also use Python to perform tasks such as data collection and web scraping with APIs. You will practice and apply what you learn through hands-on labs using Jupyter Notebooks. By the end of this course, you’ll feel comfortable creating basic programs, working with data, and automating real-world tasks using Python. This course is suitable for anyone who wants to learn Data Science, Data Analytics, Software Development, Data Engineering, AI, and DevOps as well as a number of other job roles.

الوحدات

About the course

    • 1 Videos
    • 3 Readings
Show info about module content

1 Videos

  • Course Introduction

3 Readings

  • About this course
  • Course Overview
  • Helpful Tips for Course Completion

Getting Started with Python and Jupyter

    • 2 Videos
    • 1 Readings
    • 1 ExternalTool
Show info about module content

1 External Tool

  • Hands-on Lab: Write Your First Program

2 Videos

  • Introduction to Python
  • Getting Started with Jupyter

1 Readings

  • Introduction to Jupyter

Types

    • 1 Videos
    • 1 ExternalTool
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Types

1 External Tool

  • Hands-on Lab: Types

1 Videos

  • Types

Expressions and Variables

    • 1 Videos
    • 1 ExternalTool
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Expressions and Variables

1 External Tool

  • Hands-on Lab: Expression and Variables

1 Videos

  • Expressions and Variables

String Operations

    • 1 Videos
    • 1 ExternalTool
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: String Operations

1 External Tool

  • Hands-On Lab: String Operations

1 Videos

  • String Operations

Module 1 Summary, Cheatsheet, Graded Quiz, and Glossary

    • 1 Readings
    • 2 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Module 1 Graded Quiz: Python Basics

1 Readings

  • Module 1 Summary: Python Basics

Lists and Tuples

    • 1 Videos
    • 2 ExternalTool
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Lists and Tuples

2 External Tool

  • Hands-On Lab: Lists
  • Hands-On Lab: Tuples

1 Videos

  • Lists and Tuples

Dictionaries

    • 1 Videos
    • 1 ExternalTool
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Dictionaries

1 External Tool

  • Hands-On Lab: Dictionaries

1 Videos

  • Dictionaries

Sets

    • 1 Videos
    • 1 ExternalTool
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Sets

1 External Tool

  • Hands-On Lab: Sets

1 Videos

  • Sets

Module 2 Summary, Cheatsheet, Graded Quiz, and Glossary

    • 1 Readings
    • 2 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Module 2 Graded Quiz: Python Data Structures

1 Readings

  • Module 2 Summary: Python Data Structures

Conditions and Branching

    • 1 Videos
    • 1 ExternalTool
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Conditions and Branching

1 External Tool

  • Hands-On Lab: Conditions and Branching

1 Videos

  • Conditions and Branching

Loops

    • 1 Videos
    • 1 ExternalTool
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Loops

1 External Tool

  • Hands-On Lab: Loops

1 Videos

  • Loops

Functions

    • 1 Videos
    • 1 ExternalTool
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Functions

1 External Tool

  • Hands-On Lab: Functions

1 Videos

  • Functions

Exception Handling

    • 1 Videos
    • 1 ExternalTool
    • 1 Plugin
    • 1 Assignment
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1 Assignment

  • Practice Quiz: Exception Handling

1 External Tool

  • Hands-On Lab: Exception Handling

1 Videos

  • Exception Handling

Objects and Classes

    • 1 Videos
    • 1 ExternalTool
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Objects and Classes

1 External Tool

  • Hands-On Lab: Objects and Classes

1 Videos

  • Objects and Classes

Practice with Python Programming Fundamentals

    • 1 ExternalTool
Show info about module content

1 External Tool

  • Practice Lab: Text Analysis

Module 3 Summary, Cheatsheet, Graded Quiz, and Glossary

    • 1 Readings
    • 2 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Module 3 Graded Quiz: Python Programming Fundamentals

1 Readings

  • Module 3 Summary: Python Programming Fundamentals

Reading and Writing Files with Open

    • 2 Videos
    • 2 ExternalTool
    • 2 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Reading and Writing Files with Open

2 External Tool

  • Hands-On Lab: Reading Files with Open
  • Hands-On Lab: Writing Files with Open

2 Videos

  • Reading Files with Open
  • Writing Files with Open

Pandas

    • 2 Videos
    • 2 ExternalTool
    • 1 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Pandas

2 External Tool

  • Practice Lab: Selecting Data in a DataFrame
  • Hands on Lab: Loading Data with Pandas

2 Videos

  • Pandas: Loading Data
  • Pandas: Working with and Saving Data

Numpy in Python

    • 2 Videos
    • 2 ExternalTool
    • 3 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Numpy in Python

2 External Tool

  • Hands-On Lab: One Dimensional Numpy
  • Hands-On Lab: Two Dimensional Numpy

2 Videos

  • One Dimensional Numpy
  • Two Dimensional Numpy

Module 4 Summary, Cheatsheet, Graded Quiz, and Glossary

    • 1 Readings
    • 2 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Module 4 Graded Quiz: Working with Data in Python

1 Readings

  • Module 4 Summary: Working with Data in Python

Simple APIs

    • 1 Videos
    • 2 ExternalTool
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: Simple APIs

2 External Tool

  • Hands-On Lab: Introduction to API
  • Practice Project: GDP Data Extraction and Processing

1 Videos

  • Application Program Interface

REST APIs, Web Scraping, and Working with Files

    • 5 Videos
    • 4 ExternalTool
    • 3 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Practice Quiz: REST APIs, Web Scraping, and Working with Files

4 External Tool

  • Hands-on Lab: Access REST APIs & Request HTTP
  • Hands-On Lab: API Examples
  • Hands-on Lab: Web Scraping
  • Hands-on Lab: Working with different file formats

5 Videos

  • REST APIs & HTTP Requests - Part 1
  • REST APIs & HTTP Requests - Part 2
  • (Optional) HTML for Web Scraping
  • (Optional) Web Scraping
  • Working with Different File Formats

Module 5 Summary, Cheatsheet, Graded Quiz, and Glossary

    • 1 Readings
    • 2 Plugin
    • 1 Assignment
Show info about module content

1 Assignment

  • Module 5 Graded Quiz: APIs and Data Collection

1 Readings

  • Module 5 Summary: APIs and Data Collection

Final Exam

    • 1 Assignment
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1 Assignment

  • Final Exam for the Course

Course Wrap-Up

    • 2 Readings
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2 Readings

  • Congratulations and Next Steps
  • Python Cheat Sheet: The Basics

Auto Summary

Kickstart your Python journey with this beginner-friendly course in Data Science and AI, taught by an expert. Learn Python basics, data types, structures, and libraries like Pandas and Numpy. Gain hands-on experience with Jupyter Notebooks. Ideal for aspiring Data Scientists, Data Analysts, Software Developers, and AI enthusiasts. Available via Coursera with Starter and Professional subscription options.

Joseph Santarcangelo
Instructor

Joseph Santarcangelo