Classify space rocks by using Python and artificial intelligence
Offered By: Microsoft via Microsoft Learn
Course Description
Overview
- Module 1: Learn about space rocks, where they're found, and why they're valuable for scientific research.
- Learn what space rocks are and why we study them
- Learn about upcoming space missions that focus on space rocks
- Module 2: Learn about the scientific research of space rocks and how artificial intelligence can enhance this study.
- 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
- Module 3: Identify data to add to an artificial intelligence model that classifies space rocks in random photos.
- 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
- 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.
- Train an artificial intelligence model
- Test the model by using it to classify random photos of space rocks
In this module, you will:
Tip
This module is part of a multimodal learning experience. Start the module to see how you can follow along!
In this module, you will:
Tip
This module is part of a multimodal learning experience. Start the module to see how you can follow along!
In this module, you will:
Tip
This module is part of a multimodal learning experience. Start the module to see how you can follow along!
In this module, you will:
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
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