The Importance of Tokens in Machine Learning

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The way these models work is that we tokenize the language into these blocks that are meaningful, a word or some piece of the word. And then that becomes the input to the model which we call a prompt. That prompt sets what we call a context. This is why prompt length is actually quite important. So what we enabled was a very long context window that you could actually feed it a whole book. We in fact, that the entire great Gatsby and we asked it to write the epilogue made up epilogue and it did so. It can do that across the entire context of the book. Imagine like reading the whole book, keeping it all in your mind and

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Todays show:

MosaicML Co-Founder and CEO Naveen Rao joins Jason to discuss the open-source vs closed AI debate, the profound impact of AI on society (41:06) AI’s rapid pace of change, and its implications for the future of employment and education (40:42). They wrap the show by breaking down the potential problems with centralized regulation (54:37).

Follow Naveen: https://twitter.com/NaveenGRao

Check Out MosaicML: https://mosaicml.com

Time stamps:

(00:00) Naveen Rao joins Jason

(2:54) MosaicML and its purpose

(5:10) Obtaining datasets and incentivizing creators

(8:30) Vanta - Get $1000 off your SOC 2 at https://vanta.com/twist

(9:37) The process of using your data with MosaicML

(11:55) Defining tokens and prompts

(16:53) Fine-tuning the AI model and reinforcement learning

(19:27) The competition with open-source models

(24:26) The cost of running AI models

(26:08) Trovata - Use code TWIST at https://trovata.io/twist for 30% off one year of premium features, like AI forecasting

(27:35) How the GPU crunch has affected cloud models

(32:13) Why demand will not cease

(34:21) Specialized models vs. general models (39:12) Microsoft for Startups Founders Hub - Apply in 5 minutes for six figures in discounts at http://aka.ms/thisweekinstartups

(40:42) The impact AI will have on employment

(48:49) The impact AI will have on education

(54:37) Thoughts on OpenAI becoming ClosedAI

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