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Data Science, Machine Learning, AI & IOT

Posts from world's largest datascientists community and latest trends learning articles in Machine learning, deep learning, AI, IOT and tools Part of @nuggetsnetwork Instagram: kdnuggets Chat @datasciencechats Admin: @LordAdminBot

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But what is a GPT? Visual intro to Transformers | Chapter 5, Deep Learning

An introduction to transformers and their prerequisites Early view of the next chapter for patrons:

https://3b1b.co/early-attention

Special thanks to these supporters:

https://3b1b.co/lessons/gpt#thanks

To contribute edits to the subtitles, visit

https://translate.3blue1brown.com/

Other recommended resources on the topic. Richard Turner's introduction is one of the best starting places:

https://arxiv.org/pdf/2304.10557.pdf

Coding a GPT with Andrej Karpathy

https://youtu.be/kCc8FmEb1nY

Introduction to self-attention by John Hewitt

https://web.stanford.edu/class/cs224n/readings/cs224n-self-attention-transformers-2023_draft.pdf

History of language models by Brit Cruise:

https://youtu.be/OFS90-FX6pg

------------------ Timestamps 0:00 - Predict, sample, repeat 3:03 - Inside a transformer 6:36 - Chapter layout 7:20 - The premise of Deep Learning 12:27 - Word embeddings 18:25 - Embeddings beyond words 20:22 - Unembedding 22:22 - Softmax with temperature 26:03 - Up next ------------------ These animations are largely made using a custom Python library, manim. See the FAQ comments here:

https://3b1b.co/faq#manim

https://github.com/3b1b/manim

https://github.com/ManimCommunity/manim/

All code for specific videos is visible here:

https://github.com/3b1b/videos/

The music is by Vincent Rubinetti.

https://www.vincentrubinetti.com

https://vincerubinetti.bandcamp.com/album/the-music-of-3blue1brown

https://open.spotify.com/album/1dVyjwS8FBqXhRunaG5W5u

------------------ 3blue1brown is a channel about animating math, in all senses of the word animate. If you're reading the bottom of a video description, I'm guessing you're more interested than the average viewer in lessons here. It would mean a lot to me if you chose to stay up to date on new ones, either by subscribing here on YouTube or otherwise following on whichever platform below you check most regularly. Mailing list:

https://3blue1brown.substack.com

Twitter:

https://twitter.com/3blue1brown

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https://www.instagram.com/3blue1brown

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https://www.reddit.com/r/3blue1brown

Facebook:

https://www.facebook.com/3blue1brown

Patreon:

https://patreon.com/3blue1brown

Website:

https://www.3blue1brown.com

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Collection of Free Courses to Learn Data Science, Data Engineering, Machine Learning, MLOps, and LLMOps

Begin your data professional journey from the basics of statistics to building a production-grade AI application.

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Marketing strategy and AI-Free Webinar from Google In this session you will learn: How is AI changing the marketing landscape and what are the opportunities for marketers AI-powered marketing tools you can try Supercharging your digital marketing strategy https://bit.ly/googleaimarketing #ai #freecourse #marketing @kdnuggets @datasciencechats @coursenuggets
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Curated list of Artificial Intelligence courses, books ๐Ÿ“š,video lectures and papers ๐Ÿ“ https://github.com/owainlewis/awesome-artificial-intelligence @coursenuggets @kdnuggets @datasciencenuggets #courses #ai
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Introducing Gemini: our largest and most capable AI model

Gemini is our most capable and general model, built to be multimodal and optimized for three different sizes: Ultra, Pro and Nano.

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Sponsored Post Yachay.ai (https://www.yachay.ai/) has launched a machine learning hackathon focused on advancing the development of text-to-location models. Participants have the chance to win a prize of $500! If you're up for the challenge, here are instructions to participate: https://github.com/Yachay-AI/confident-predictions-challenge. The submission deadline is November 25, 2023. Yachay.ai team has built and open-sourced a architecture for geotagging models that take textual inputs and produce coordinates as outputs. Codebase here: https://github.com/Yachay-AI/byt5-geotagging. Currently, they are actively seeking ways to enhance validation metrics. If you are looking for ideas on leveraging geotagging models in your projects, join the discussion on potential use cases: https://discord.com/invite/PaqpppYTxs Yachay.ai plans to release a downloadable model for Spanish texts and provide more free text/coordinates datasets in the near future. Stay tuned for updates!
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Python in Excel โ€“ making it possible to integrate Python and Excel analytics within the same Excel grid for uninterrupted workflow. @kdnuggets @datasciencechats #python #excel Blog: https://techcommunity.microsoft.com/t5/microsoft-365-blog/introducing-python-in-excel-the-best-of-both-worlds-for-data/ba-p/3905482 Video: https://www.youtube.com/watch?v=H4XbvL8Mglc
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Introducing Python in Excel: The Best of Both Worlds for Data Analysis and Visualization

ย  ย  ย  ย  ย  ย  Today, we are excited to introduce the Public Preview of Python in Excel โ€“ making it possible to integrate Python and Excel analytics within the..

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Virtual Medicine has created the most advanced, multi-award winning medical anatomy platform crossing Virtual Reality (VR), Mixed Reality (MR), and Augmented Reality (AR) for medical education. @kdnuggets @datasciencechats #VR #AR https://www.instagram.com/reel/CwUbqbZqTuI/?igshid=MzRlODBiNWFlZA== Join our instagram channel for more: https://www.instagram.com/kdnuggets/
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Stanford online has released the course videos on "Natural Language Understanding" by Professor Christopher Potts. The course covers topics including โฆฟ Intro & evolution of NLU โฆฟ Contextual word representations โฆฟ Information retrieval โฆฟ In-context learning โฆฟ Behavioural evolution of NLU models โฆฟ Analysis methods for NLU โฆฟ NLP methods and metrics โฆฟ Presenting your research โฆฟ Language models and how to build them @datasciencechats @kdnuggets #stanford #nlp Credit: Linkedin Sudalai Rajkumar https://www.youtube.com/playlist?list=PLoROMvodv4rOwvldxftJTmoR3kRcWkJBp
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