Applied Data Science Ethics (Free Online Course) : The Applied Data Science Ethics course dives into the ethical considerations essential for responsible data science practice. In today’s data-driven world, understanding the ethical implications of data collection, analysis, and application is crucial. This course covers key topics such as data privacy, fairness, bias mitigation, and transparency. You’ll learn how to navigate real-world challenges, such as avoiding algorithmic discrimination, ensuring data security, and upholding public trust. Through case studies and practical examples, this course empowers data scientists, analysts, and professionals to make ethical choices and foster accountability in their work. Ideal for anyone looking to align their data science efforts with ethical principles and responsible innovation.
What You Will Learn?
| How to evaluate predictor impact in black box models using interpretability methods |
| How to explain the average contribution of features to predictions and the contribution of individual feature values to individual predictions |
| How to Assess the performance of models with metrics to measure bias and unfairness |
| How to describe potential ethical issues that can arise with image and text data, and how to address them |
| How to donduct an audit of a data science project from an ethical standpoint to identify possible harms and potential areas for bias mitigation or harm reduction |
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Edx Course Enrollment Process
Step 1 – Visit the Course Page
Click on the Orange Button below – GET THE FREE ONLINE COURSE to access the Course Page.
Step 2 – Sign Up or Log In
Click on the “Sign Up” or “Log In” button located at the top-right corner of the page. You can register using your email address, Google account, or Facebook account.
Step 3 – Enroll for FREE
Once you’re logged in, select the “Enroll Now” option to gain access to the course materials.
Step 4 – Begin Your Learning Journey: After clicking “Start Learning,” you will be seamlessly redirected to your personalized dashboard, where you can embark on your course at your own pace !
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