Generative AI
Types of Generative AI
​There are several types of generative AI, including:
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Generative Adversarial Networks (GANs): GANs consist of two neural networks, a generator and a discriminator, competing against each other to produce new, synthesized data that resembles a training dataset.
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Example: Pix2Pix, which is used for image-to-image translation tasks. For example, it can be trained to convert sketches into photographs.
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Example: CycleGAN, which can be used to perform style transfer between two different domains, such as converting a picture of a zebra into a picture of a horse.
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Variational Autoencoders (VAEs): VAEs are a type of generative model that uses an encoder-decoder architecture to learn a compact representation of the data and then generate new samples.
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Example: A simple example of a VAE is a model that generates images of handwritten digits, such as the MNIST dataset.
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Autoregressive Models: Autoregressive models generate data by conditioning the generation of each element in a sequence on the previous elements in the sequence.
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Example: GPT-3, OpenAI's language model, is an example of an autoregressive model. It can be used for a wide range of natural language processing tasks, such as text generation, question answering, and summarization.
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Flow-based Generative Models: These models use normalizing flows to transform a simple prior distribution into a target distribution, making it possible to generate samples that resemble the target distribution.
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Example: RealNVP, a normalizing flow model that can be used for image synthesis and density estimation.
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Example: Glow, a generative flow model for images.
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Deep Convolutional Generative Adversarial Networks (DCGANs): DCGANs are a type of GANs that are specifically designed to generate images. They use convolutional neural networks as generators and discriminators.
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Example: ProGAN, a deep convolutional GAN for generating high-resolution images.
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Example: StyleGAN, a GAN that can generate diverse images of faces with controllable style attributes.
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Generative Tools
ChatGPT is a language model developed by OpenAI. It is based on the transformer architecture and has been trained on a massive corpus of text data to generate human-like responses to natural language input.
ChatGPT can be used for various tasks such as text generation, language translation, question-answering, and conversation-modeling. It can understand and respond to a wide range of questions and topics, making it a powerful tool for interactive AI applications.
Magic Write in Canva Docs is your very own AI text generator to help you get out a first draft, fast. Simply start with a prompt and watch as copy, blog outlines, lists, bio captions, content ideas, brainstorms, and more appear in seconds.
Fotor is a free photo editor that enables you to experiment with a variety of its conventional image-editing tools as well as some unique tools like AI picture effects, HDR, and RGB that set us apart from our rivals. The Fotor software can be downloaded as a web app, a desktop application, and on mobile devices. An instrument called Fotor One-Tap Enhance was created to fix typical imaging issues. With the help of Fotor GoArt, users can create works of art that resemble traditional paintings. For users' graphic-related needs, Fotor SDK offers a solution.
Fotor
A new AI system called DALLE 2 can produce art and realistic visuals from a description provided in simple words. DALLE 2 is capable of generating creative, simulation artwork from textual information. It can mix ideas, traits, and fashions. It has the ability to enlarge images beyond the boundaries of the original canvas, resulting in vast new compositions.
GPTZero is an AI-powered plagiarism detection tool that can identify the extent to which a given document has been generated by an artificial intelligence system, and can highlight the individual sentences that were written by the AI. Additionally, the tool has the capability to handle multiple files at once, which could be useful for classroom settings.
Rytr is an online platform that helps businesses manage their customer relationships. It provides tools to help businesses track customer interactions, manage customer data, and automate customer service tasks.
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Durable AI is a type of artificial intelligence that is designed to be resilient and reliable in the face of and environment. It is designed to be able to adapt to new situations and to be able to learn from its mistakes. Durable AI is used in a variety of applications, including robotics, autonomous vehicles, and medical diagnosis. It is also used in the development of intelligent systems that can be used to automate processes and tasks.