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The Intelligent Developer's Toolkit AI-Powered ...

The Intelligent Developer's Toolkit AI-Powered Tools for Creativity, Efficiency, and More

Presented at Miami, US as part of the Google NA Connect event

Charmi Chokshi

May 26, 2023
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  1. North America Connect • GDE for ML • International Speaker

    • ML Graduate from Mila & UdeM • Worked @ AWS, Shipmnts, ISRO • Tech, Art, Travel Hey there! North America Connect
  2. AI is one of the most important things humanity is

    working on. It is more profound than, I dunno, electricity or fire. - Sundar Pichai
  3. • How Generative models work? ◦ Text: ChatGPT, Bard ◦

    Image: Stable diffusion, Imagen, DALL-E 2 ◦ Audio: Riffusion • AI Tools for Everyday Use ◦ Productivity ◦ Business ◦ Design, and more ◦ A curated list of 600+ tools! • Q&A Plan of the day North America Connect
  4. North America Connect AI ML DL GenAI Any Technique that

    enables computers to mimic human intelligence & behaviour A subset of AI that includes statistical techniques to learn from experience and make predictions or decisions A subset of ML exposing multilayered neural networks to vast amount of data to make decisions Create new written, visual, and auditory content given prompts or existing data
  5. North America Connect North America Connect ChatGPT This model was

    designed to interact via “Chat”. This is what made this model so viral.
  6. North America Connect North America Connect ChatGPT Generative Pretrained Transformer

    GPTs are a family of models proposed by OpenAI. They can create text from scratch.
  7. North America Connect North America Connect ChatGPT Generative Pretrained Transformer

    Generative models are used to generate new outputs from scratch. So, given a prompt, it can imagine the rest. In the case of GPT, it can only generate text.
  8. North America Connect North America Connect Generative Pretrained Transformer Model

    pretrained on *LOTS of data. Think ~all of the publically available text on the internet. Models trained on LOTS of data are called Large Language Model (LLM). ChatGPT
  9. North America Connect North America Connect Generative Pretrained Transformer A

    specific architecture of neural networks. Transformers were first published in 2017 by Google researchers. It allowed researchers to train models efficiently on huge datasets. https://arxiv.org/pdf/1706.03762.pdf ChatGPT
  10. North America Connect Bard • Developed by Google • Trained

    on massive text and code dataset • Built on top of Transformer architecture • Can continually draw information from the internet to answer questions
  11. North America Connect North America Connect Bard vs ChatGPT vs

    Bing Chat Bard (PaLM 2) ChatGPT (CPT-3.5) Bing Chat (GPT-4) Real-time access to internet for free ✅ ✅ Voice input ✅ Export generated text / table ✅ Provide multiple drafts for the response ✅ (re-generate) Cross-app connectivity (Search, Maps) ✅ Summarize web-pages for free ✅ ✅ Good at coding ✅ Good at Math / logic ✅ Faster ✅ More Creative and Coherent ✅
  12. North America Connect Image Generating Models • Stable diffusion is

    developed by Stability AI • Uses “diffusion” to generate high-quality images from text • The diffusion process involves iteratively updating a set of image pixels based on a diffusion equation • Trained on a large dataset of images and text • The model learns to create images by comparing its output to the ground truth images in the dataset
  13. North America Connect Examples • DALL-E 2 by Open AI

    and Imagen by Google are other examples of text-to-image generation models
  14. North America Connect Audio Generating Models • Riffusion is a

    text-to-image diffusion model capable of generating spectrogram • The spectrogram can then be translated into sound • It uses Torchaudio to read the frequency and time to play the sound • Users can create waveforms, visualize them, listen to what they sound like, and download the audio clips
  15. North America Connect Github Copilot: Your AI Pair Programmer https://github.com/features/copilot

    Uses OpenAI GPT-3 to generate human-like text and is trained on publicly available code from GitHub. It is available in Visual Studio Code, JetBrains, and Neovim. Similar to DuetAI by Google
  16. North America Connect Transforms any room into a home studio

    https://www.nvidia.com/en-us/geforce/broadcasting/broadcast-app/
  17. North America Connect Making movies with your phone is possible

    https://www.kaiber.ai/ & https://designs.ai/videomaker