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                    Write the correct sequence number below every stage according to the AI project cycle:

                         Data                         Problem          Data
                      Exploration      Modelling      Scoping        Acquisition     Evaluation      Deployment









                       AI Ethics


              Ethics are rules about what is right and wrong. AI ethics are rules about using artificial intelligence (AI) in a good
              way. As the use of AI increasing, companies are creating rules called AI codes of ethics.

              An AI code of ethics is a set of rules that says how AI should be used to help people. These rules allow people make
              good decisions when using AI.

              Some of the AI ethics that you need to follow while working on an AI model are:
                 • Model should be understandable by all.

                 • Every aspect of the model should be self-explanatory and transparent.
                 • Covering all the sections of the population is important.

                 • Countercheck and validate all the assumptions taken and the results.
                 • Keep a watch on the functioning and working of your system, as something can go wrong and timely detection
                 of the same is important.

                 • Also, fix the responsibility and set the accountability.

              Ethics and Personal Data

              Ethics play a crucial role in handling personal data, focusing on privacy, consent, transparency, and data security.
              Privacy  ensures that  individuals' personal information is respected and  protected,  requiring  organisations to
              collect, use, share, and process data in ways that maintain confidentiality. Consent involves obtaining clear and
              explicit permission from individuals before collecting, sharing, processing, or using their data, ensuring they are
              informed about how their data will be used and giving them the option to withdraw consent. Transparency means
              being open about data collection practices, clearly communicating what data is collected, how it is used, stored
              and analysed, and who it is shared with. Data security involves implementing strong measures to protect personal
              data from unauthorised access, breaches, and other threats, ensuring the integrity and safety of the information.
              These ethical principles help build trust and ensure responsible data management.


              What are the Principles of AI Ethics?

              Ethics in AI encompasses the moral principles, values, and guidelines that govern the development, deployment,
              and use of artificial intelligence systems.





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