MIT researchers found that massive neural nets (e.g. large language models) are capable of storing and simulating other neural networks inside their hidden layers, which enables LLM to adapt to a new task without external training: https://
bit.ly/3jIiesP
INNOVATION
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MIT Researchers Discover LLMs Store Neural Networks Internally
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Orbital Sidekick uses AI satellites detect gas pipeline leaks
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#NVIDIAInception member @OrbitalSidekick creates technology to spot gas pipeline leaks with satellites to collect hyperspectral imagery from space, using the #NVIDIAJetson edge AI platform to process and analyze data in real time. https://
nvda.ws/3kEcKPQ -
Adding Example Rows Improves SQL Database Chain Performance
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SQLDatabase chain # of rows Research by Nitarshan Rajkumar, Raymond Li, Dzmitry Bahdanau shows that the more rows you add into the prompt, the better you can query SQL s/o to Jon Luo for adding Paper: https://
arxiv.org/abs/2204.00498 Example: https://
langchain.readthedocs.io/en/latest/modu
les/chains/examples/sqlite.html#adding-example-rows-from-each-table
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Google Drive and Obsidian Data Loaders for LangChain
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Google Drive and Obsidian data loaders More data loading support! Helpful for the Chat-Your-Data challenge Google Drive: https://
langchain.readthedocs.io/en/latest/modu
les/document_loaders/examples/googledrive.html
… Obsidian: https://
langchain.readthedocs.io/en/latest/modu
les/document_loaders/examples/obsidian.html
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FAISS Vectorstore Saving and Loading Improvements
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Saving/loading of FAISS vectorstore We heard a lot that saving/loading of FAISS vectorstore was hard – now its hopefully a bit easier s/o Shrey Joshi for fixing, and Matthew Bilyeu, Auro Tripathy, Amey narayan and xloem for the discussions Docs: https://
langchain.readthedocs.io/en/latest/modu
les/utils/combine_docs_examples/vectorstores.html#saving-and-loading
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Open Source Project Updates and Bug Fixes Released
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And lots of misc bugs/docs improvements! s/o @rvorias
, Zack Witten, Gabriel Simmons, @kevin_w_huo
, Amos Ng, @jamescalam for flagging and/or fixing! -
LangChain 0.0.79 Release: New AI Features and Integrations
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New release (0.0.79) with new features! @huggingface inference endpoint integration SQLDatabase chain # of rows Google Drive and Obsidian data loaders Saving/loading of FAISS vectorstore And also lots of small quality of life bug fixes/doc improvements
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Alex’s Open Source Track Record Promises Quick Market Entry
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Alex has a great track record of open source, won’t be long on the market.
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LearnOpenCV Launches New AI Course on Kickstarter for Valentine’s Day
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This Valentines Day, our latest course is launching on Kickstarter. Stay tuned! https://
bit.ly/3HG6gI7 #kickstarter #course #launch #ai #computervision #deeplearning #machinelearning #artificialintelligence -
Cerebras Wafer-Scale Engine Runs First CFD Simulation
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Today, with @NETL_DOE & @psc_live we announced the first ever computational fluid dynamics simulation on our Wafer-Scale Engine. Running on @NSF-funded Neocortex, this natural convection simulation promises more insightful #scientificcomputing https://t.co/ud3sL53WZg pic.twitter.com/zCDvKISb8H
— Cerebras (@cerebras) 7 février 2023Today, with @NETL_DOE & @psc_live we announced the first ever computational fluid dynamics simulation on our Wafer-Scale Engine. Running on @NSF
-funded Neocortex, this natural convection simulation promises more insightful #scientificcomputing http://
cerebras.net/cfd