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

Transcript

1. The Intelligent Developer's Toolkit AI-Powered Tools for Creativity, Efficiency, and More Charmi Chokshi May 26, 2023 Miami, US
2. 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
3. AI is one of the most important things humanity is working on. It is more profound than, I dunno, electricity or fire. - Sundar Pichai
4. • 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
6. 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
7. How Generative Models Work?
8. North America Connect North America Connect ChatGPT This model was designed to interact via “Chat”. This is what made this model so viral.
9. 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.
10. 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.
11. 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
12. 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
13. 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
14. 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 ✅
15. 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
16. North America Connect Examples • DALL-E 2 by Open AI and Imagen by Google are other examples of text-to-image generation models
17. 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
18. AI Tools for Everyday Use!
19. North America Connect Logo ideas for your next venture https://looka.com/ Possible in bing chat too!
20. North America Connect Generate website, collect feedback … https://www.mixo.io/
21. North America Connect Create presentation & docs in seconds https://tome.app/ Yet to come in Google workspace
22. North America Connect Cleanup Images like never before https://cleanup.pictures/ Similar to Google photos magic eraser
23. North America Connect Convert images into Depth Animations https://convert.leiapix.com/
24. North America Connect Generate posts, comments ... https://www.copy.ai/?via=start
25. 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
26. North America Connect ChatGPT plugin in Android Studio, IntelliJ https://github.com/SEAbdulbasit/ChatGPT-Plugin Similar to studio Bot, Google
27. North America Connect The ultimate noise cancelling app https://krisp.ai/
28. North America Connect Transforms any room into a home studio https://www.nvidia.com/en-us/geforce/broadcasting/broadcast-app/
29. North America Connect Create professional videos in 15 minutes https://www.synthesia.io/
30. North America Connect Generate royalty free music https://www.beatoven.ai/
31. North America Connect Customer Service made easy https://poly.ai/
32. North America Connect Lifesaver for Photographers! https://withflair.ai/
33. North America Connect Making movies with your phone is possible https://www.kaiber.ai/ & https://designs.ai/videomaker
34. North America Connect Simple brushstrokes to realistic landscape https://www.nvidia.com/en-us/studio/canvas/
35. North America Connect Lifesaver for Podcasters! https://cleanvoice.ai/
36. North America Connect The first Educational AI tool: Caktus https://www.caktus.ai/caktus_student
37. North America Connect Try out Interior/Exterior for your place https://www.reimaginehome.ai/
38. North America Connect 600+ AI tools Link1, https://www.futuretools.io/
39. A few others
40. North America Connect Let's Connect! North America Connect @CharmiChokshi Charmi Chokshi @charmichokshi coda.io/@charmi-chokshi/hi
41. Thank You Happy learning :)
42. What tool do you want next? Download the Deck