10 Machine Learning Applications + (Real-World Examples)
February 6, 2025
Article
Instructor: Epaminondas Kapetanios
1,540 already enrolled
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(14 reviews)
Recommended experience
Beginner level
Basic statistics, basic knowledge in machine learning and Python
(14 reviews)
Recommended experience
Beginner level
Basic statistics, basic knowledge in machine learning and Python
Be acquainted with the basics of the Aequitas Tool as a tool to measure and detect bias in the outcome of a machine learning prediction model.
Learn more about a real world case study, i.e., predictions of recidivism (COMPAS dataset), and how the prediction model may have been biased.
Learn a technique, which is largely based on statistical descriptors, for measuring bias and fairness for Machine Learning (ML) prediction models.
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Only available on desktop
You will be able to use the Aequitas Tool as a tool to measure and detect bias in the outcome of a machine learning prediction model. As a use case, we will be working with the dataset about recidivism, i.e., the likelihood for a former imprisoned person to commit another offence within the first two years, since release from prison. The guided project will be making use of the COMPAS dataset, which already includes predicted as well as actual outcomes. Given also that this technique is largely based on statistical descriptors for measuring bias and fairness, it is very independent from specific Machine Learning (ML) prediction models. In this sense, the project will boost your career not only as a Data Scientists or ML developer, but also as a policy and decision maker.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Setting up the stage
First attempt and stage for detecting bias
Second attempt and stage for detecting bias
Third attempt and stage in detecting bias
Visualisation: Final stage for detecting bias
Basic statistics, basic knowledge in machine learning and Python
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Practice new skills by completing job-related tasks.
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Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
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Yes, everything you need to complete your Guided Project will be available in a cloud desktop that is available in your browser.
You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.