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

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

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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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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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● 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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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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How Generative Models Work?

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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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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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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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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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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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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

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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 ✅

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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

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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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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

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AI Tools for Everyday Use!

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

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

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

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

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

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

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

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

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

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

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

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

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

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North America Connect Making movies with your phone is possible https://www.kaiber.ai/ & https://designs.ai/videomaker

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

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

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

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

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

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A few others

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