Some really good recommendations for MLOps Projects Akshay
MACHINE LEARNING
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Ericsson BAFTA Innovation 5G AI Sustainability Impact MWC23
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A #BehindTheScenes Sneak Peak! @BAFTA
with @ericsson #BreakingNews pre #MWC23 with @EricssonNetwork @EricssonSoftw #innovation for #business + #SDGS impact! #5G #BAFTA #ad #ESG #Sustainability #IoT @bimedotcom @DeepLearn007 #AI @baski_LA #data #London @helene_wpli @ahier -
Model outputs sub-tokens instead of the full token
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It can output other tokens that correspond to the same string. It can’t say the token “ SolidGoldMagikarp” but it can say “ Solid”, “Gold”, and “Magikarp”, which renders the same to you.
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Categorical Encoding Methods: One-Hot, Ordinal, Frequency, Target
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#WisdomWednesday! #CategoricalEncoding is the process of converting categorical variables into numerical form so algorithms can understand and make predictions based on them. Pros/cons to each depending on dataset + problem. One-Hot Ordinal Frequency Target
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Red-team prompts: The ‘School of Hard Knocks’ for advanced LLM alignment beyond RLHF
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"Red-team prompts" are the next step to improve RLHF and ensure increasingly capable LLMs are aligned — see e.g. their role in Anthropic's Constitutional AI. If RLHF is school for the AI, we need a School of Hard Knocks.
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Creative work from Rumbelow and SoC_trilogy at SERI MATS Part 2 update
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Creative and important work from @JessicaRumbelow and @SoC_trilogy at SERI MATS. Their research is ongoing — see the Part 2 update here: https://
lesswrong.com/posts/Ya9LzwEb
faAMY8ABo/solidgoldmagikarp-ii-technical-details-and-more-recent
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Google Brain PyGlove Library Shares ML Ideas as Code
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Google Brain Extends Its PyGlove Library to Easily and Scalably Share ML Ideas as Code https://
syncedreview.com/2023/02/08/goo
gle-brain-extends-its-pyglove-library-to-easily-and-scalably-share-ml-ideas-as-code/
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Facebook’s Major Open Source Contributions: PyTorch and React
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Imagine being Facebook and building both pytorch and React and then…
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Commonly heard term: retrieval augmentation or just retrieval
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I usually hear it called retrieval augmentation or just retrieval
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Generative AI’s Impact on Cognitive Tasks and Labor Markets
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The emergence of #generativeai that leverage deep learning and web-scale corpora has made it possible for artificial intelligence (AI) to tackle many higher-order cognitive tasks, with critical implications for industry, government, and labor markets in t…
https://
lnkd.in/gaqDV7ZK