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Here, you can take pose from webcam or upload an existing pose. You need to take
                         at least 30 poses to get the better response from the machine.




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                      How does confidentiality pose an ethical issue in computer vision?








                         Ethical Considerations in Natural Language Processing



                 Ethical considerations in NLP are critical as they capture, interpret, and generate human language,
                 which can influence individuals. Different ethical concerns raised by AI in NLP are as follows:


                 Bias

                 Sometimes, NLP systems learn unfair or hurtful ideas from the text they are trained on. For example,
                 if a chatbot reads only certain types of messages, it might become biased and treat people unfairly.


                 Historical bias
                 This happens when machines learn from old data that contains common stereotypes or unfair
                 ideas. For example, if the word “nurse” is mostly linked to women in the data, the machine may

                 wrongly think that only women can be nurses. This shows a bias against a certain gender.


                 Representation bias
                 This occurs when the data includes too much information about some groups and too little
                 about others. When certain people are left out or shown too much, the AI may make incorrect
                 or unfair guesses about the whole population.



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