{ "Generative ai": [ [ "Transforms", "Music" ], [ "Transforms", "Literature" ], [ "Transforms", "Visual arts" ], [ "Acts as", "Catalyst for artistic innovation" ], [ "Provides", "Tools for artists" ], [ "Assists in", "Composing music" ], [ "Assists in", "Generating unique artworks" ], [ "Assists in", "Writing stories" ], [ "Assists in", "Writing scripts" ], [ "Democratizes", "Creative process" ], [ "Raises", "Ethical challenges" ], [ "Is", "Branch of artificial intelligence" ], [ "Focuses on", "Generating new data" ], [ "Enables", "Data retrieval" ], [ "Enables", "Data analysis" ], [ "Enables", "Content generation" ], [ "Enables", "Summarization" ], [ "Applies to", "Cybersecurity" ], [ "Assists", "Threat hunters" ], [ "Provides", "Real-time insights" ], [ "Uses", "Foundation models" ], [ "Produces", "Text" ], [ "Produces", "Audio" ], [ "Produces", "Code" ], [ "Produces", "Images" ], [ "Produces", "Videos" ], [ "Improve", "Efficiency" ], [ "Reduce", "Administrative burdens" ] ], "Ethical challenges": [ [ "Include", "Authorship rights" ], [ "Include", "Originality" ], [ "Include", "Impact on traditional creative roles" ] ], "Foundation models": [ [ "Include", "Large language models" ] ], "Generative ai tools": [ [ "Help", "Artists push boundaries of creativity" ] ], "Integration of generative ai": [ [ "Creates", "Synergy between human creativity and machine intelligence" ], [ "Produces", "Novel genres" ], [ "Produces", "New forms of art" ] ], "Researchers": [ [ "Debate", "Authenticity of ai-generated content" ], [ "Debate", "Emotional depth of ai-generated content" ] ], "The book": [ [ "Features", "Original manuscripts on generative technologies" ], [ "Features", "Practical applications" ], [ "Features", "Critical analysis of ethical implications" ], [ "Features", "Critical analysis of legal implications" ], [ "Features", "Critical analysis of cultural implications" ], [ "Serves as", "Resource for researchers" ], [ "Serves as", "Resource for artists" ], [ "Serves as", "Resource for practitioners" ] ], "10": [ [ "Comes from", "Machine learning" ] ], "Machine learning": [ [ "Uses", "Algorithms" ], [ "Is domain of", "Deep learning" ] ], "Algorithms": [ [ "Learn from", "Data patterns" ] ], "Deep learning": [ [ "Uses", "Neural networks" ] ], "Neural networks": [ [ "Mimic", "Brain neurons" ] ], "Transformers": [ [ "Are type of", "Neural network" ], [ "Analyze", "Data in parallel" ] ], "Gpt": [ [ "Is", "Transformer model" ], [ "Pre-trained on", "Large datasets" ], [ "Generates", "Human-like text" ] ], "Large language models": [ [ "Trained on", "Large volumes of data" ], [ "Used for", "Text generation" ], [ "Classified into", "Generative artificial intelligence" ] ], "Gpt-3.5": [ [ "Is", "Foundation model" ], [ "Underpin", "Chatgpt" ], [ "Underpin", "Bing chat" ] ], "Foundation model": [ [ "Is", "Gpt-4" ] ], "Chatgpt": [ [ "Underpin", "Gpt-4" ], [ "Is", "Chatbot" ] ], "Bing chat": [ [ "Underpin", "Gpt-4" ], [ "Is", "Chatbot" ] ], "Report": [ [ "Explores", "Opportunities of generative ai in education" ], [ "Explores", "Risks of generative ai in education" ], [ "Covers", "Adoption" ], [ "Covers", "Applications" ], [ "Covers", "Impact" ], [ "Covers", "Challenges" ], [ "Covers", "Recommendations" ] ], "Generative artificial intelligence": [ [ "Transforms", "Healthcare systems" ], [ "Encompasses", "Machine learning techniques" ], [ "Classified into", "Image-generating models" ] ], "Image-generating models": [ [ "Create or enhance", "Visual data" ] ], "Generative ai models": [ [ "Applied in", "Clinical practice" ], [ "Applied in", "Research" ], [ "Assist in", "Medical documentation" ], [ "Assist in", "Diagnostics" ], [ "Assist in", "Patient communication" ], [ "Assist in", "Drug discovery" ], [ "Generate", "Text messages" ], [ "Answer", "Clinical questions" ], [ "Interpret", "Ct scan images" ], [ "Interpret", "Mri images" ], [ "Help in", "Rare diagnoses" ], [ "Discover", "New molecules" ] ] }