Skill Up with Python: Hands-On Data Science and Machine Learning Projects

Skill Up with Python: Hands-On Data Science and Machine Learning Projects

2h 21mIntermediate2024-10-22

Authors

Shaun Wassell

Shaun Wassell

Full-Stack Software Developer

Pearson

Pearson

Course details

Python has risen to popularity as one of the most versatile and beginner-friendly programming languages in the world. Its simplicity, readability, and extensive libraries make it a powerful language in a wide variety of different domains, including web development, data analysis, scientific computing, artificial intelligence, and automation. If you’re looking to kickstart your Python programming journey, this hands-on course was designed for you. Join instructor Shaun Wassell as he offers an interactive approach to building your Python skills through a series of practical projects, all written from scratch. Test out your new know-how along the way in areas such as data analysis, machine learning, web scraping, and more.

Learning objectives
Perform sentiment analysis on real-world text.
Work with image recognition tools.
Scrape basic data from websites.

Skills covered

Data Science FoundationsMachine LearningPythonArtificial Intelligence (AI)Programming LanguagesData ScienceOpen SourceSoftware DevelopmentOne-Off

Concepts

Introduction

  • Skill up with Python - Introduction

Manipulate and Visualize Data in Jupyter

  • Learning objectives
  • Get started with Jupyter Notebooks
  • Load data into Jupyter
  • Manipulate data with pandas
  • Visualize data

Perform Sentiment Analysis

  • Learning objectives
  • Learn about sentiment analysis tools in Python
  • Learn the basics of NLTK
  • Incorporate sentiment analysis into an application
  • Analyze with real-world data

Work with Image Recognition

  • Learning objectives
  • Learn about image recognition tools in Python
  • Learn the basics of OpenCV
  • Incorporate image recognition into an application

Scrape Data from the Internet

  • Learning objectives
  • Learn about web-scraping tools in Python
  • Learn the basics of the Beautiful Soup library
  • Format and use scraped data
  • Modify web-scraping logic for other websites

Conclusion

  • Skill up with Python - Summary
80,000 Toman