@midjourney CEO said they've "been caught off guard a few times where we ran out of GPUs briefly at major cloud vendors… the clouds are basically not built out under the assumption that there's a large consumer demand for compute."
GENERATIVE AI
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GPU Demand Surge Expected as Generative AI Applications Emerge
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What does 2023 have in store for AI? Our CEO Nick Elprin predicts GPU demand will soar as more deep learning apps emerge to cure disease. @NVIDIAAI
's Manuvir Das concurs that new generative AI realities will do the same. @VentureBeat has the full takes: https://
domino.buzz/3ZpKgco -

Customize Summarization and Question Answering with Custom Prompts
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Customize summarization and question answering The default prompts used for summarization and Question/Answering may not be specific enough for your use case Luckily, you can easily customize them! Here's an example asking them to respond in Italian
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LangChain Question Answering Examples and LLM Applications
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Check out example notebooks: https://
langchain.readthedocs.io/en/latest/modu
les/chains/combine_docs_examples/question_answering.html
… Shout out to @johnjnay
, @BruceHammer
, and others in the discord for helping to ideate + test John's already started to use it in some more awesome work on llm-lobbyist: -

Map-Rerank Chain for Enhanced Question Answering Systems
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Brand new map-rerank chain This chain can be used for question answering. It maps over documents, trying to both (a) answer a question, (b) assign a score to how good the answer is It then picks the answer with the highest score
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AI Captures Human Nuance Through Better Training Data
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“The human touch” is embedded in all the training data these AIs are learning from. As we get better at learning from this data, AI will be able to capture the nuances of human writing. Even today's AIs can come really close if you prompt them well (add direction, angles, etc.)
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ChatGPT Banned in NYC Schools Over Learning and Safety Concerns
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And now #ChatGPT is banned in @NYCSchools due to “concerns about negative impacts on student learning, and concerns regarding the safety and accuracy of content.” https://
wsj.com/articles/chatg
pt-banned-in-new-york-city-public-schools-over-concerns-about-cheating-learning-development-11673024059
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AI Writing Tools for Beginners: Building Skills Together
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Correct, if you're a total beginner, it could ruin you. Because you may not yet know how to guide it or improve on its output. I might create a course just for beginners that teaches writing fundamentals in conjunction with using the AI, so you build up the skills together.
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AI Generates Protein Blueprints Using Generative Art Techniques
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“What can machines do that humans can’t do at all?” Using the techniques that underpin A.I. art generators like DALL-E, scientists are generating blueprints for new proteins — tiny biological mechanisms that can change the way of our bodies behave:
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AI Generation as a Game-Changing Tool: The Replicator Analogy
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We build off the knowledge around us. I absolutely agree. There's something about the instant generation from the AI, though. It's on another level. You're the chef, and it's the Star Trek replicator making your food for you with the push of a button.