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How can we address and mitigate algorithmic bias in AI systems to ensure fair and ethical outcomes?
To ensure fair and ethical outcomes, it is vital that algorithmic bias is addressed and mitigated. Some of the strategies to be used are: Diverse and Representative Data: Have a variety of data in order to have complete representation of people. Periodically check data sets forRead more
To ensure fair and ethical outcomes, it is vital that algorithmic bias is addressed and mitigated. Some of the strategies to be used are:
Diverse and Representative Data:
Have a variety of data in order to have complete representation of people.
Periodically check data sets for any partialities, and reconcile them.
Bias Detection and Measurement:
Use mathematical and computational techniques for finding out and gauging prejudice in AI systems.
Apply fairness metrics like demographic parity, equal opportunity or disparate impact that can be utilized as yardsticks for evaluating the performance of certain services.
Algorithm Design and Development:
Create algorithms with constraints which foster justice.
Integrate reweighting, resampling or adversarial debiasing as some of the methods which can eliminate such unfairness during model training.
Transparency and Explainability:
Develop AI models that can account for decision making process in a manner that human beings can understand.
Ensure transparency in AI processes including decision-making criteria
Regular Audits and Monitoring:
Carry out frequent audits on AI systems so as to detect biases on time.
Such real-world monitoring should continue so as to prevent any future repetitions.
See lessWhat should be do for preparation of entrance?
Uncertain about the Exam System and Curriculum: Get to know examination pattern and syllabus including preliminary, mains, and interview levels. Know in detail what each subject and stage entails. Develop a Study Schedule: Create a reasonable duration for all subjects which should involve time for rRead more
Uncertain about the Exam System and Curriculum: Get to know examination pattern and syllabus including preliminary, mains, and interview levels. Know in detail what each subject and stage entails.
Develop a Study Schedule: Create a reasonable duration for all subjects which should involve time for revision as well as practice. Come up with your daily, weekly, and monthly goals. Read Books and Materials Prescribed by Board: Follow recommended books related to each subject among standard textbooks. Current affairs magazines and online resources enhance your reading materials.
Keep Track of Current Affairs:
Go through newspapers on a regular basis while also following reliable news sources.
What happened during these events? What do they mean for the exam course?
Take Notes Regularly While Also Revising Often: Prepare short notes for each topic using minimum words possible.
Regular review is very important in remembering things better as well as understanding them deeply
Practice Writing Skills: To improve your answer writing skills solve previous year’s papers & take mock tests on it. Concentrate on being clear, having good structure, expressing oneself properly
Join Coaching or Online Courses (if needed): Consider joining coaching classes or taking online courses to be guided in an organized manner.Engage yourself into group discussions with fellow mates.
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