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AI in Action

AI in Action

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

Presented at IWD Winnipeg, Manitoba. Apr 15, 2023

Charmi Chokshi

May 26, 2023
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  1. Charmi, Chokshi
    ML Grad, Mila and UdeM
    AI in Action
    Real-World Use Cases for Transforming
    Workflows and Boosting Productivity

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  2. Hey there!
    ● ML Grad at Mila and UdeM
    ● GDE for ML
    ● International Speaker
    ● Worked @ AWS, Shipmnts, ISRO
    ● Tech, Art, Travel

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  3. https://chat.openai.com/chat

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  5. Plan of the Day!
    ● Intro to ChatGPT
    ● Tools for Coding
    ● Image
    ● Productivity
    ● Business
    ● Design
    ● A curated list
    ● Q&A

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  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

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  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

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  10. ChatGPT

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  11. ChatGPT
    This model was designed to interact via
    “Chat”. This is what made this model so viral.

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

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  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, ...)

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  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, ...)

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  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

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  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)

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  17. https://chat.openai.com/chat

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  18. https://chat.openai.com/chat

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  19. +VEs of ChatGPT

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  20. -VEs of ChatGPT
    ● Writing Complex code
    ● Arithmetic
    ● Citing Sources
    ● Being Factual
    ● Tricky Logic
    ● Playing some games
    ● "Safety"

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  21. GPT Alternatives

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  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!

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  23. Coding

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  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.

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  25. ChatGPT plugin in Android Studio and IntelliJ
    https://github.com/SEAbdulbasit/ChatGPT-Plugin

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  26. Image

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  27. Cleanup Images like never before
    https://cleanup.pictures/

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  28. Convert images into stunning Depth Animations
    https://convert.leiapix.com/

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  29. Remove Watermark from Images (illegal?!)
    https://www.watermarkremover.io/

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  30. Increase Image Quality
    https://www.topazlabs.com/
    Sketches into realistic drawing
    https://www.vizcom.ai/

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  31. Productivity

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  32. The first Educational AI tool: Caktus
    https://www.caktus.ai/caktus_student

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  33. Generate posts, comments, blogs, …
    https://www.copy.ai/?via=start

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  34. Lifesaver for Podcasters!
    https://cleanvoice.ai/

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  35. Noise cancelling app
    https://krisp.ai/

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  36. Transforms any room into a home studio
    https://www.nvidia.com/en-us/geforce/broadcasting/broadcast-app/

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  37. Generate royalty free music
    https://www.beatoven.ai/

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  38. Creating presentation in seconds
    https://tome.app/

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  39. Create professional videos in 15 minutes!!
    https://www.synthesia.io/

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  40. Generate website, email list, collect feedback …
    https://www.mixo.io/

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  41. Create logos for your next venture!
    https://looka.com/

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  42. Customer Service made easy
    https://github.com/SEAbdulbasit/ChatGPT-Plugin

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  43. Turn simple brushstrokes into realistic landscape
    https://www.nvidia.com/en-us/studio/canvas/

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  44. Lifesaver for Photographers!
    https://withflair.ai/

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  45. Try out new Interior and Exterior for your place
    https://www.reimaginehome.ai/

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  46. Text to Video generation with Kaiber
    Many more to come
    https://www.kaiber.ai/ https://designs.ai/videomaker

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  47. A curated list

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  48. A few others…

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  49. 600+ AI-tools
    Link, https://www.futuretools.io/

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  50. Stay tuned for…
    ● Microsoft 365 Copilot for office
    products
    ● Google's tool for gmail and
    workspace

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  52. Download the Deck:
    https://speakerdeck.com/charmichokshi/ai-in-action

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  53. Let's connect!
    @CharmiChokshi
    Charmi Chokshi
    @charmichokshi
    coda.io/@charmi-chokshi/hi

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  54. Thank You!
    Happy Learning :)

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  55. Questions?
    Comments?
    Suggestions?

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