here's how you can run inference w/ transformers:
CODE
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Getting Started with Transformers in Under 10 Lines
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less than 10 lines is all you need to try it w/ transformers!
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Token-level bit efficiency metric for model evaluation
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I need to think about this more, but I'm proposing token-level calculation of that concept: sum(token_bits / token_bytes for _ in all_tokens) … and not: sum(tokens_bits) / sum(tokens_bytes) Because the second one would hide bad predictions for longer tokens in the sum(),
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SAS Curiosity Cup Challenges Students in Analytics Excellence
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Calling all students: The Curiosity Cup challenges the next gen of analytics experts. Use the latest analytics tech including SAS Viya Workbench for Learners, an on-demand compute environment for fast, flexible coding. Register today. http://
2.sas.com/6017s7Ihd -
Complex Report Generation with LangGraph Agents
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Complex Report Generation with LangGraph I really like @jxnlco
's take that "RAG" -> "Report Generation" @RLanceMartin explores what this could look like with pretty complex LangGraph agent – give it a watch to start learning about this https://
youtube.com/watch?v=wSxZ7y
Fbbas
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Tokenization Boundaries and Cross-Entropy Loss Optimization
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I found the exact tokenization boundary of the text and the corresponding token index. I can do the normalization but it's not perfect… (Testing it shortly.) Computing the cross-entropy like this rewards vocabularies with more tokens and easy predictions (on average) vs.
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Mini-hackathons for MCP in SF and NYC with $30k in API credits
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We're hosting mini-hackathons for MCP next Tuesday and Wednesday evenings (12/10 & 11) in SF and NYC We'll be giving out more than $30k in Anthropic API credits to the winners Event links below, we'll have to cap the registrations so sign up ASAP!
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PydanticAI: A Developer-Friendly Agent Framework Worth Using
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I think PydanticAI is finally an agent framework that I actually like.
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Unlock RAG Potential with Zilliz Partnership for Better Apps
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We've teamed up with @zilliz_universe to unlock the full potential of your RAG systems! Want to build faster, more accurate, & contextually relevant apps? We've got you covered! #AI #GenAI #Devs Check out our latest examples to accelerate your development!
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Building Interactive Dashboard with Streamlit Framework
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Super excited to build @streamlit app after long time. developed mini dashboard taking inspired from @thedataprof
's recent dashboard kit.
Check it out!!!