AI in Action

AI in Action: Real-World Use Cases for Transforming Workflows and Boosting Productivity

Presented at IWD Winnipeg, Manitoba. Apr 15, 2023

Transcript

1. Charmi, Chokshi ML Grad, Mila and UdeM AI in Action Real-World Use Cases for Transforming Workflows and Boosting Productivity
2. Hey there! • ML Grad at Mila and UdeM • GDE for ML • International Speaker • Worked @ AWS, Shipmnts, ISRO • Tech, Art, Travel
3. https://chat.openai.com/chat
5. Plan of the Day! • Intro to ChatGPT • Tools for Coding • Image • Productivity • Business • Design • A curated list • Q&A
6. AI is one of the most important things humanity is working on. It is more profound than, I dunno, electricity or fire. - Sundar Pichai
9. Artificial Intelligence Deep Learning Machine Learning Any Technique that enables computers to mimic human intelligence & behaviour A subset of ML exposing multilayered neural networks to vast amount of data A subset of AI that includes statistical techniques to solve the tasks using experience
10. ChatGPT
11. ChatGPT This model was designed to interact via “Chat”. This is what made this model so viral.
12. ChatGPT Generative Pretrained Transformer GPTs are a family of models proposed by OpenAI. They can create text from scratch.
13. 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. Other models can also generate images, sounds, etc. (DALL-E, Stable Diffusion, Riffusion, ...)
14. ChatGPT 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 Models (LLM). GPT is an example of an LLM, but there exist many others too (Flan-T5, BLOOM, ...)
15. ChatGPT Generative Pretrained Transformer A specific architecture of neural networks. Transformers were first published in 2017 at NeurIPS by researchers at Google. This was a watershed moment for LLMs. It allowed researchers to train models efficiently on huge datasets. https://arxiv.org/pdf/1706.03762.pdf
16. Prompts in ChatGPT During training, ChatGPT made billions of connections between trillions of words, and is able to statistically predict the next word for any ‘prompt’ (like a query or question)
17. https://chat.openai.com/chat
18. https://chat.openai.com/chat
19. +VEs of ChatGPT
20. -VEs of ChatGPT • Writing Complex code • Arithmetic • Citing Sources • Being Factual • Tricky Logic • Playing some games • "Safety"
21. GPT Alternatives
22. Auto-GPT Based on GPT-4, an open source experimental tool that can come up with ‘self-prompts’ and work autonomously. Also, includes internet connectivity!
23. Coding
24. 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.
25. ChatGPT plugin in Android Studio and IntelliJ https://github.com/SEAbdulbasit/ChatGPT-Plugin
26. Image
27. Cleanup Images like never before https://cleanup.pictures/
28. Convert images into stunning Depth Animations https://convert.leiapix.com/
29. Remove Watermark from Images (illegal?!) https://www.watermarkremover.io/
30. Increase Image Quality https://www.topazlabs.com/ Sketches into realistic drawing https://www.vizcom.ai/
31. Productivity
32. The first Educational AI tool: Caktus https://www.caktus.ai/caktus_student
33. Generate posts, comments, blogs, … https://www.copy.ai/?via=start
34. Lifesaver for Podcasters! https://cleanvoice.ai/
35. Noise cancelling app https://krisp.ai/
36. Transforms any room into a home studio https://www.nvidia.com/en-us/geforce/broadcasting/broadcast-app/
37. Generate royalty free music https://www.beatoven.ai/
38. Creating presentation in seconds https://tome.app/
39. Create professional videos in 15 minutes!! https://www.synthesia.io/
40. Generate website, email list, collect feedback … https://www.mixo.io/
41. Create logos for your next venture! https://looka.com/
42. Customer Service made easy https://github.com/SEAbdulbasit/ChatGPT-Plugin
43. Turn simple brushstrokes into realistic landscape https://www.nvidia.com/en-us/studio/canvas/
44. Lifesaver for Photographers! https://withflair.ai/
45. Try out new Interior and Exterior for your place https://www.reimaginehome.ai/
46. Text to Video generation with Kaiber Many more to come https://www.kaiber.ai/ https://designs.ai/videomaker
47. A curated list
48. A few others…
49. 600+ AI-tools Link, https://www.futuretools.io/
50. Stay tuned for… • Microsoft 365 Copilot for office products • Google's tool for gmail and workspace
52. Download the Deck: https://speakerdeck.com/charmichokshi/ai-in-action
53. Let's connect! @CharmiChokshi Charmi Chokshi @charmichokshi coda.io/@charmi-chokshi/hi
54. Thank You! Happy Learning :)
55. Questions? Comments? Suggestions?