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How to Build an LLM from Scratch | An Overview 121gamers 25 Views • 2 years ago

Want to learn more? I’m launching a 6-week live BootCamp for AI Builders.
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This is the 6th video in a series on using large language models (LLMs) in practice. Here, I review key aspects of developing a foundation LLM based on the development of models such as GPT-3, Llama, Falcon, and beyond.

More Resources:
▶️ Series Playlist: https://www.youtube.com/playli....st?list=PLz-ep5RbHos Read more: https://towardsdatascience.com..../how-to-build-an-llm

[1] BloombergGPT: https://arxiv.org/pdf/2303.17564.pdf
[2] Llama 2: https://ai.meta.com/research/p....ublications/llama-2-
[3] LLM Energy Costs: https://www.statista.com/stati....stics/1384401/energy
[4] arXiv:2005.14165 [cs.CL]
[5] Falcon 180b Blog: https://huggingface.co/blog/falcon-180b
[6] arXiv:2101.00027 [cs.CL]
[7] Alpaca Repo: https://github.com/gururise/AlpacaDataCleaned
[8] arXiv:2303.18223 [cs.CL]
[9] arXiv:2112.11446 [cs.CL]
[10] arXiv:1508.07909 [cs.CL]
[11] SentencePience: https://github.com/google/sent....encepiece/tree/maste
[12] Tokenizers Doc: https://huggingface.co/docs/tokenizers/quicktour
[13] arXiv:1706.03762 [cs.CL]
[14] Andrej Karpathy Lecture: https://www.youtube.com/watch?v=kCc8FmEb1nY&t=5307s
[15] Hugging Face NLP Course: https://huggingface.co/learn/n....lp-course/chapter1/7
[16] arXiv:1810.04805 [cs.CL]
[17] arXiv:1910.13461 [cs.CL]
[18] arXiv:1603.05027 [cs.CV]
[19] arXiv:1607.06450 [stat.ML]
[20] arXiv:1803.02155 [cs.CL]
[21] arXiv:2203.15556 [cs.CL]
[22] Trained with Mixed Precision Nvidia: https://docs.nvidia.com/deeple....arning/performance/m
[23] DeepSpeed Doc: https://www.deepspeed.ai/training/
[24] https://paperswithcode.com/method/weight-decay
[25] https://towardsdatascience.com..../what-is-gradient-cl
[26] arXiv:2001.08361 [cs.LG]
[27] arXiv:1803.05457 [cs.AI]
[28] arXiv:1905.07830 [cs.CL]
[29] arXiv:2009.03300 [cs.CY]
[30] arXiv:2109.07958 [cs.CL]
[31] https://huggingface.co/blog/ev....aluating-mmlu-leader
[32] https://www.cs.toronto.edu/~hi....nton/absps/JMLRdropo

--
Homepage: https://shawhintalebi.com/
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Intro - 0:00
How much does it cost? - 1:30
4 Key Steps - 3:55
Step 1: Data Curation - 4:19
1.1: Data Sources - 5:31
1.2: Data Diversity - 7:45
1.3: Data Preparation - 9:06
Step 2: Model Architecture (Transformers) - 13:17
2.1: 3 Types of Transformers - 15:13
2.2: Other Design Choices - 18:27
2.3: How big do I make it? - 22:45
Step 3: Training at Scale - 24:20
3.1: Training Stability - 26:52
3.2: Hyperparameters - 28:06
Step 4: Evaluation - 29:14
4.1: Multiple-choice Tasks - 30:22
4.2: Open-ended Tasks - 32:59
What's next? - 34:31

100 Days Building Bungalow Resort with 6 Room and 2 Mini Pool from Cardboard ❤️ DIY Miniature House 121gamers 31 Views • 4 years ago

The Lament Of Hermes - esoteric wisdom, occult knowledge, Hermeticism, dark ambient, Thoth, Egypt 121gamers 28 Views • 4 years ago

PLEASE JOIN MY PATREON FOR ONLY $1 a month at https://www.patreon.com/altrusiangracemedia
The Lament Of Hermes - This is the first in a series of creative videos relating to esoteric wisdom, occult knowledge, Hermeticism, magick, Gnosticism, etc. Hermes thrice-great, the Messenger of the Gods and Greek reincarnation of Thoth presents his `lament`, which reads like a prophecy, telling of a time of cultural disease that will be wiped clean to begin anew. This one from ancient Egypt appears to apply to our time, giving us reason to reevaluate our present.
Ancient Egyptian Inner Alchemy - https://amzn.to/36bnknI
#hermeticism #hermes #thoth
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Altrusian Grace Media presents guided meditations, ambient soundscapes and music, ASMR, and spoken word videos to help you deprogram from the matrix of everyday Reality. Achieve peace, well-being, learn to center yourself and shut off your internal dialogue. Free your mind, Free your soul. Synchronicity is all around. Awaken to a new existence as we bring you unique content. Relax, Sleep, Study, or Meditate to our original creations for the Spirit and Mind. From soft spoken vision quests to the sounds of peaceful summer nights to experiments in ambient music - we have the audio medicine for you!

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WEF just doubled down on 15-minute cities and job layoffs in new meeting agend | Redacted News 121gamers 25 Views • 5 months ago

The Davos people are getting together this week to discuss what your work and life will be like in the near future. They say that 2% of the workforce will be outsourced in the next few years by robotics and AI. Too bad for us, huh? Don't we get a say? We don't. These are unelected leaders who get a say. Does this all push us into the 15-minute city plan? What do you think?

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About Clayton and Natali Morris:
Clayton Morris is a former Fox News anchor. In Redacted, Clayton and his wife Natali take an in-depth look at the legal, social, financial, and personal issues that matter to you. They want to set the record straight and bring you the stories nobody else tells. Along with the facts and the complete picture, Redacted offers real-world analysis without an agency driven by corporate overloads. With Clayton’s extensive journalism experience, he isn’t afraid to demand the truth from authorities. Redacted is an independent platform, unencumbered by external factors or restrictive policies, on which Clayton and Natali Morris bring you quality information, balanced reporting, constructive debate, and thoughtful narratives.

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The content in our Youtube videos SHALL NOT be construed as tax, legal, insurance, construction, engineering, health & safety, electrical, financial advice, or other & may be outdated or inaccurate; it is your responsibility to verify all information. We are not financial advisers. We only express our opinions based on our experiences. Your experience may be different. Investing of any kind involves risk. While it is possible to minimize risk, your investments are solely your responsibility. You must conduct your own research. There is NO guarantee of gains or losses on investments.

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