This collaborative guide offers an overview of artificial intelligence, including its history, key concepts, and terminology, with a focus on generative AI, its ethical considerations, and its applications in academics.
AI Categories | Example Models | Use Cases |
Generative AI | GPT-4o, DALL-E, GANs | AI models that generate text, images, music, code, or videos based on learned patterns. |
Predictive AI |
Fraud detection, stock market forecasting | AI models that analyze historical data to predict future trends or behaviors. |
Rule-Based AI | Chatbots with scripted responses, expert systems in healthcare |
AI systems that operate based on if-then rules rather than learning from data. |
Computer Vision AI | Facial recognition, autonomous vehicles | AI that processes and interprets visual data. |
Reinforcement AI | AlphaGo, robotics | AI that learns through trial and error to optimize decision-making. |
Generative AI (GAI) refers to artificial intelligence systems that create new content, such as text, images, music, and video, by learning patterns from vast datasets. It has evolved beyond simple chatbots into agentic AI, where models can autonomously complete tasks, interact dynamically, and refine outputs based on user feedback, making it a transformative force across industries.
GAI Categories | Examples | Use Cases |
Generative Adversarial Networks (GANs) | Artbreeder, FaceApp, etc. | Used for realistic image generative and deepfake creation. |
Variational Autoencoders (VAEs) | Adobe Photoshop Neural Filters, AI-generated music | Helps in compressing and reconstructing data while introducing variations. |
Autoregressive Models | Google Bard, Bing chat, GitHub, Copilot, conversational AI | Used in text generation, such as GPT models for conversational AI. |
Diffusion Models | Stable Diffusion, MidJourney, Google's VideoPoet | Generates high-quality images by refining noisy data over multiple steps. |
Tranformer-Based Models | Google Search, Bing, DALL-E, Google Translate, DeepL | Includes models like GPT-4o and DALL-E, which generate text, images, and code. |