Classify space rocks by using Python and artificial intelligence

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Free Online Course: Classify space rocks by using Python and artificial intelligence provided by Microsoft Learn is a comprehensive online course, which lasts for 1-2 hours worth of material. The course is taught in English and is free of charge.

Overview
    • Module 1: Learn about space rocks, where they're found, and why they're valuable for scientific research.
    • In this module, you will:

      • Learn what space rocks are and why we study them
      • Learn about upcoming space missions that focus on space rocks

      Tip

      This module is part of a multimodal learning experience. Start the module to see how you can follow along!

    • Module 2: Learn about the scientific research of space rocks and how artificial intelligence can enhance this study.
    • In this module, you will:

      • Get an introduction to artificial intelligence
      • Discover how humans classify objects
      • Discover how machines classify objects
      • Learn about artificial intelligence libraries
      • Install artificial intelligence libraries

      Tip

      This module is part of a multimodal learning experience. Start the module to see how you can follow along!

    • Module 3: Identify data to add to an artificial intelligence model that classifies space rocks in random photos.
    • In this module, you will:

      • Import AI libraries
      • Download and import data to use with an AI program
      • Learn how to clean and separate data
      • Discover how computers read photos as images by using binary format
      • Use code to read an image and assign the correct rock type

      Tip

      This module is part of a multimodal learning experience. Start the module to see how you can follow along!

    • Module 4: Learn how to build an AI model to predict types of space rocks in images. Train and test your model by using random photos.
    • In this module, you will:

      • Train an artificial intelligence model
      • Test the model by using it to classify random photos of space rocks

      Tip

      This module is part of a multimodal learning experience. Start the module to see how you can follow along!

Syllabus
    • Module 1: Learn about space rocks and how to classify them
      • Introduction
      • The scientific research of space rocks
      • Space rocks on planet Earth
      • The challenges of collecting space rocks
      • AI solutions for space rock research
      • NASA mission: Study space rocks
      • Knowledge check
      • Summary
    • Module 2: Prepare to research space rocks by using artificial intelligence
      • Introduction
      • Artificial intelligence and space rock research
      • Space rock types and features
      • Classify space rocks like a human
      • Classify space rocks by using artificial intelligence
      • Common Python libraries for AI projects
      • Exercise - Download Python AI libraries
      • Knowledge check
      • Summary
    • Module 3: Analyze images of rocks by using artificial intelligence
      • Introduction
      • Exercise - Import Python libraries into Jupyter Notebook
      • How to clean and separate data for AI projects
      • Exercise - Import and clean data from photos
      • How a computer reads a photo as an image file
      • Exercise - Display photos in Jupyter Notebook
      • Knowledge check
      • Summary
    • Module 4: Classify types of space rocks in random photos by using artificial intelligence
      • Introduction
      • Extract features from an image for AI processing
      • Exercise - Build a neural network to classify space rocks
      • Exercise - Train a neural network to accurately classify space rocks in photos
      • Exercise - Determine the accuracy of a neural network in classifying space rocks
      • Exercise - Predict the type of space rock in a random photo
      • Exercise - Test a neural network that classifies photos of space rocks
      • Knowledge check
      • Summary