we have some ideas, but it's a complex system and will coevolve with society. anyone who says they really understand what the AI-future is going to look like in detail is delusional at best. a tight feedback loop and deep engagement with society seems like the best path forward.
RESEARCH
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Comprehensive Mathematical Foundations for Computer Science and Machine Learning
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Algebra, Topology, Differential Calculus, and Optimization Theory For Computer Science and Machine Learning – Jean Gallier, UPenn A comprehensive book that covers math theories related to CS and machine learning. Very intense, 2163 pages!!! Get a copy: https://
cis.upenn.edu/~jean/math-dee
p.pdf
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Token Merging Cuts ViT Inference Time in Half
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Token Merging can cut inference time in half & we expect it to unlock more use of large-scale ViT models in real-world applications. To enable the research community to build upon these advancements we've released the code and benchmarks here
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Meta AI Reduces Vision Transformer Latency with Token Merging
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New research from Meta AI reduces latency of existing Vision Transformer models with no additional training. ToMe combines similar tokens, reducing computation w/o losing information. Results are 2-3x speed for state-of-the-art models w/ minimal performance loss.
— AI at Meta (@AIatMeta) 13 février 2023
Read more ⬇️New research from Meta AI reduces latency of existing Vision Transformer models with no additional training. ToMe combines similar tokens, reducing computation w/o losing information. Results are 2-3x speed for state-of-the-art models w/ minimal performance loss. Read more
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AI or Not Competition Registration Deadline Approaching
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~2 weeks to go!! Join now! https://
huggingface.co/spaces/competi
tions/aiornot
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CEO discusses LLM training advancements and customer news
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Our CEO @andrewdfeldman talks about our latest customer news and technology advancements in training #LLMs with @UniteAI
. Check out the interview here: https://
hubs.ly/Q01C6CT-0 -
New README Updates Simplify Dataset Loading and Processing
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The new READMEs now include:
— Vaibhav (VB) Srivastav (@reach_vb) 13 février 2023
1. Sample snippets to load, process and prepare the datasets
2. Better Dataset tags for discovery
3. Example scripts & leaderboards
All of this to help you get sprinting with ease! 🏃♂️ pic.twitter.com/gterMdG06OThe new READMEs now include:
1. Sample snippets to load, process and prepare the datasets
2. Better Dataset tags for discovery
3. Example scripts & leaderboards All of this to help you get sprinting with ease! -
SambaNova Achieves GPT 175B Accuracy with 10x Efficiency
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New blog from our ML Engineering team: Achieving GPT 175B Level Accuracy with a 10x More Efficient Model https://
sambanova.ai/blog/achieving
-gpt-175b-level-accuracy-with-a-10x-more-efficient-model/
… #ai #ml #gpt #generativeai -
Chat ISW Reports: RAG Tool Over War Analysis Documents
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Chat ISW Reports Author: Matthew Robinson Twitter: @UnstructuredIO GitHub: https://
github.com/Unstructured-I
O/chat-isw-reports
… Description: Chat over documents pulled from the Institute for the Study of War (ISW) website.