Machine learning tools bias embedment in operations and outputs

This is a paper that is focusing on the machine learning tools bias embedment in operations and outputs. The paper also provides additional information to use in the writing of the assignment paper. Below is the assessment description to follow:

Machine learning tools bias embedment in operations and outputs

Essay question: ‘There is increasing concern that machine learning tools embed bias in their operations and outputs. To what extent does the law currently provide adequate protection from or adequate redress in respect of any such discrimination?’ The goal of this essay is also to be an interesting read. Skip the unnecessarily fancy words and just use an everyday English vocabulary. Technical and Legal terms may still be used, but give a brief explanation where appropriate. Also, come up with a creative and interesting title. Use British English, as this is for a UK institution, but analyze the law in different areas if necessary.

I think it would be interesting to see the different approaches taken by different governments. Of course talk about UK law, also talk about US law (seeing as it’s the most influential country in terms of machine learning), then maybe talk about different approaches from other governments if there is space(less than 200 words). CITE ONLY RELIABLE SOURCES. I only want sources like the actual legal text (from a government website), academic journals, and books. You can also use official government statistics and data if necessary.

Remember, ensure that the pages are exclusive of the cover and the reference pages. Also, ensure that you include all the references you use in finding research for this assignment paper. References should be at least three for the paper. All references, citation, and writing should follow the APA formatting and styling guidelines. Finally, ensure you focus on the assignment topic in detail.

Ensure that you follow the instructions provided keenly. Marking of the assignment is on how you do the task and how you submit the assignment too. In case of any question feel free to ask your instructor for more guidelines before doing the assignment.

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