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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. The Intelligent Developer's Toolkit
    AI-Powered Tools for Creativity,
    Efficiency, and More
    Charmi Chokshi
    May 26, 2023
    Miami, US

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  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

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  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

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  5. ● 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

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  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

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  7. How Generative Models Work?

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  8. North America Connect
    North America Connect
    ChatGPT
    This model was designed to interact via “Chat”.
    This is what made this model so viral.

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  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.

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  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.

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  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

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  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

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  13. North America Connect
    Bard
    ● Developed by Google
    ● Trained on massive data of text, code
    ● Built on top of Transformer
    architecture
    ● Can continually draw information
    from the internet to answer
    questions

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  14. North America Connect
    North America Connect
    Bard vs ChatGPT vs Bing Chat
    Bard
    (PaLM 2)
    ChatGPT
    (GPT-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 ✅
    Cross-app connectivity (Search, Maps, …) ✅
    Summarize web-pages for free ✅ ✅
    Good at coding ✅ ✅
    Good at Math / logic ✅ ✅
    Faster ✅
    More Creative and Coherent ✅

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  15. North America Connect
    Image Generating Models
    ● Stable diffusion is developed by Stability AI
    ● Uses “diffusion” to generate high-quality images from text
    ● 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
    ● The diffusion process involves iteratively updating a set of image
    pixels based on a diffusion equation in a forward and backward pass

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  16. North America Connect
    Examples
    ● DALL-E 2 by Open AI and Imagen by Google are other examples of
    text-to-image generation models

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  17. North America Connect
    Audio/Music 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

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  18. AI Tools for Everyday Use!

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  19. North America Connect
    Logo ideas for your next venture
    https://looka.com/
    Possible in bing chat too!

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  20. North America Connect
    Generate website, collect feedback …
    https://www.mixo.io/

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  21. North America Connect
    Create presentation & docs in seconds
    https://tome.app/
    Yet to come in Google workspace

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  22. North America Connect
    Cleanup Images like never before
    https://cleanup.pictures/
    Similar to Google photos
    magic eraser

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  23. North America Connect
    Convert images into Depth Animations
    https://convert.leiapix.com/

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  24. North America Connect
    Generate posts, comments ...
    https://www.copy.ai/?via=start

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  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

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  26. North America Connect
    ChatGPT plugin in Android Studio, IntelliJ
    https://github.com/SEAbdulbasit/ChatGPT-Plugin
    Similar to studio Bot, Google

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  27. North America Connect
    The ultimate noise cancelling app
    https://krisp.ai/

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

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  29. North America Connect
    Create professional videos in 15 minutes
    https://www.synthesia.io/

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  30. North America Connect
    Video generation, creation, & editor tool
    https://www.kaiber.ai/ & https://designs.ai/videomaker

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  31. North America Connect
    Lifesaver for Photographers!
    https://withflair.ai/

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  32. North America Connect
    Simple brushstrokes to realistic landscape
    https://www.nvidia.com/en-us/studio/canvas/

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  33. North America Connect
    Generate royalty free music
    https://www.beatoven.ai/

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  34. North America Connect
    Customer Service made easy
    https://poly.ai/

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  35. North America Connect
    Lifesaver for Podcasters!
    https://cleanvoice.ai/

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  36. North America Connect
    The first Educational AI tool: Caktus
    https://www.caktus.ai/caktus_student

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  37. North America Connect
    Try out Interior/Exterior for your place
    https://www.reimaginehome.ai/

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  38. North America Connect
    600+ AI tools
    Link1, https://www.futuretools.io/

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  39. A few others

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  40. North America Connect
    Let's Connect!
    North America Connect
    @CharmiChokshi
    Charmi Chokshi
    @charmichokshi
    coda.io/@charmi-chokshi/hi

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  41. Thank You
    Happy learning :)

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  42. What tool do you
    want next?
    Download the Deck

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