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Generative AI Class Resources

Supporting content for in-class exercises and activities for my Generative AI Course (3-Day class)

  • Generative Models - GNAs, VAEs, and Autoregressive Models
  • Deep Learning Primer (ANN, RNN, CNN, LSTM)
  • Generative Adverbial Networks
  • Autoregressive Models
  • Embeddings
  • Vector Databases
  • And more.

List of GenAI Examples

Conversational and Search (Text to Text)

Resource URL Desc
OpenAI ChatGPT https://chat.openai.com/chat Based on GPT3.5 or GPT4. Also supports DALL-E and other capabilities via plugins
Quora’s Poe https://poe.com Poe is an AI chatbot app developed by Quora that allows users to ask questions and get answers from a range of AI chatbots, including those from ChatGPT maker, OpenAI, and other companies like Anthropic
Perplexity AI (think Google search) https://www.perplexity.ai Perplexity AI is available as a free app called "Perplexity - Ask Anything," which syncs across devices and leverages the power of AI like OpenAI's GPT-4 and Anthropic's Claude 2. The app features Perplexity Copilot for guided AI search, the ability to ask questions with voice or text, thread follow-up for continuing conversations, cited sources for every answer, and a library for curating discoveries
Google Bard https://bard.google.com Google Bard is an experimental conversational AI service developed by Google. It is a chatbot that is designed to function similarly to ChatGPT, with the key difference being that Bard pulls its information from the web.

Images (Text to Image)

Resource URL Desc
Craiyon https://www.craiyon.com Craiyon AI is a free AI image generator that turns text descriptions into digital art
Freepik https://www.freepik.com/ai/image-generator Freepik AI offers a range of AI-powered solutions to elevate creative projects. It provides tools such as the AI Image Generator, AI Drawing, and more to assist in graphic design and content creation
Adobe Firefly https://firefly.adobe.com Adobe Firefly is a family of creative generative AI models developed by Adobe Creative Cloud
Picsart https://picsart.com Picsart is an AI-powered photo editing and image generation platform that offers a range of tools to transform ordinary photos into stunning works of ar
DALLE-2 https://openai.com/dall-e-2 DALL·E 2 is an AI system that can create realistic images and art from a description in natural language.
Midjourney https://www.midjourney.com/ It is designed to generate images from natural language descriptions, known as prompts

Audio (Text to Audio)

Resource URL Desc
Audiocraft https://audiocraft.metademolab.com AudioCraft is a generative AI tool that enables the easy generation of high-quality audio and music from text
MusicLM https://blog.google/technology/ai/musiclm-google-ai-test-kitchen/ MusicLM is an experimental AI tool that can turn text descriptions into music.
AIVA https://www.aiva.ai AIVA is an Artificial Intelligence (AI) music generation assistant that is capable of composing music in over 256 different styles.
Soundful https://soundful.com Leverage the power of AI to generate royalty free background music at the click of a button for your videos, streams, podcasts and much more

Code (Text to Code)

Resource URL Desc
GitHub Coilot https://github.com/features/copilot GitHub Copilot is a cloud-based artificial intelligence tool developed by GitHub and OpenAI that assists users of Visual Studio Code, Visual Studio, Neovim, and JetBrains integrated development environments by autocompleting code
Amazon CodeWhisperer https://aws.amazon.com/codewhisperer/ Amazon CodeWhisperer generates code suggestions ranging from snippets to full functions in real time in the IDE based on your comments and existing code. It also supports CLI completions and natural-language-to-bash translation in the command line.
Tabnine https://www.tabnine.com Tabnine is an AI-powered code completion tool that employs generative AI technology to guess and suggest the next lines of code based on context and syntax
Codacy https://www.codacy.com Codacy is a code quality tool that uses AI to evaluate code and find errors. It provides developers with immediate feedback and helps them make the most of their coding abilities.

Deep Learning Interactive Visual Explaineres

Resource URL Desc
Tensorflow Playground https://playground.tensorflow.org/ TensorFlow Playground is an interactive visualization tool for neural networks,
CNN Explainer https://poloclub.github.io/cnn-explainer/ CNN Explainer is an interactive visualization tool designed to help non-experts learn and examine Convolutional Neural Networks (CNNs)
GAN Lab https://poloclub.github.io/ganlab/ Explore Generative Adversarial Networks directly in the browser with GAN Lab
Distill: Exploring Neural Networks with Activation Atlases https://distill.pub/2019/activation-atlas/ Feature inversion to visualize millions of activations from an image classification network leads to an explorable activation atlas of features the network has learned

HuggingFace

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