Predict rocket launch delays with machine learning
- Offered byMicrosoft
Predict rocket launch delays with machine learning at Microsoft Overview
Duration | 1 hour |
Start from | Start Now |
Total fee | Free |
Mode of learning | Online |
Schedule type | Self paced |
Difficulty level | Beginner |
Official Website | Explore Free Course |
Credential | Certificate |
Predict rocket launch delays with machine learning at Microsoft Course details
- Introduction to rocket launches
- Data collection and manipulation
- Build a machine learning model
- This learning path introduces you to the world of machine learning
- You'll take a real-life problem that NASA faces and apply machine learning to solve it
- The goal is to get students excited and curious to discover how machine learning could help solve other problems in space discovery and different aspects of life
- Get an introduction to how NASA chooses a date for a rocket launch and discover machine learning fundamentals
- Learn about the steps to import data into Python and clean the data for use in creating machine learning models
Predict rocket launch delays with machine learning at Microsoft Curriculum
Introduction to rocket launches
Introduction
Data to predict weather years in advance
Launch day weather analysis
Machine learning and the data science lifecycle
Set a goal and get expertise
Collect, clean, and manipulate data
Choose an algorithm and train and test your model
Deploy your machine learning model
How humans and machine learning models learn
Ethics in data science and machine learning
Knowledge check
Summary
Data collection and manipulation
Introduction
Determine the rocket launch questions to ask
Explore the rocket launch data to gain an understanding
Exercise - Import Python libraries and rocket launch data
Exercise - Clean weather data to analyze rocket launch criteria
Exercise - Consider additional data to include
Knowledge check
Summary
Build a machine learning model
Introduction
Exercise - Determine columns to include in a machine learning model
Exercise - Choose the machine learning algorithm to predict rocket launch success
Exercise - Split data into training and testing datasets
Exercise - Train and test the machine learning model to predict rocket launch success
Exercise - Score the machine learning model that predicts rocket launch success
Exercise - Visualize the machine learning model
Exercise - Predict the success of a rocket launch using machine learning
Knowledge check
Summary