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D.  Match the following:
                  1.  Supervised Learning model                      a.  Arts
                  2.  GAN                                            b.  Initial input given to the AI model
                  3.  Generative AI                                  c.  Generator Network & Discriminator Network
                  4.  Prompt                                         d.  Creates noise-free images
                  5.  VAEs                                           e.  Labelled


                                                SECTION B (Subjective Type Questions)
              A.  Short answer type questions:
                  1.  Write one difference between Autoencoders (AEs) and Variational Autoencoders (VAEs).

                  2.  Give two examples of VAEs.
                  3.  When was Google DeepMind's AlphaGo introduced?
                  4.  Write the names of any four generative AI tools.

                  5.  Differentiate between generative AI and conventional AI in terms of applications.
                  6.  Generative AI models need large training data. Elaborate.
                  7.  Explain the limitations of using generative AI in terms of data bias.
                  8.  Give two important feature of the popular tool - Artbreeder.

                  9.  Give two ethical considerations of using generative AI.
                 10.  "Generative AI is a threat to privacy and has data security risks." Explain in short.

              B.  Long answer type questions:
                  1.  Explain in detail the use of generative AI in the field of music.
                  2.  What are Autoencoders? List its important features with examples.
                  3.  Draw a diagram to represent Recurrent Neural Networks.
                  4.  Give one point to support how generative AI can be helpful in following fields:
                     a. Architecture                     b. Coding
                     c.  Music                           d.  Content Creation


                                                                                    #Environmental Awareness
              C.  Competency-based/Application-based questions:
                  1.  Sakshi has been assigned a homework essay on the topic, “The Impact of Climate Change on Coral Reefs.” The essay
                    requires Sakshi to research and explain various aspects of climate change, such as ocean acidification and rising sea
                    temperatures, and their effects on coral reef ecosystems. His friend suggested using some text generation tools. List
                    some guidelines for Sakshi to prevent misuse of generative AI and use it constructively.
                  2.  How  do  you  think  generative  AI  can  revolutionise  the  creative  industry,  such  as  art  and  fashion,  by  enabling  the
                    generation of unique and innovative designs?
                  3.  Considering the ethical challenges associated with generative AI, what are your thoughts on establishing guidelines or
                    regulations to ensure responsible use of these technologies? How can we balance the potential benefits and risks?
                  4.  Find out ChatGPT vs. Gemini vs. Copilot on the basis of:
                     ● Parameter 1: Human-Like Response.
                     ● Parameter 2: Training Dataset and Underlying Technology.

                     ● Parameter 3: Authenticity of Response.
                     ● Parameter 4: Access to the Internet.


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