Fodev JEO

Ensuring ๐——๐—ฎ๐˜๐—ฎ ๐—ค๐˜‚๐—ฎ๐—น๐—ถ๐˜๐˜† ๐—ถ๐—ป ๐— ๐—ฎ๐—ฐ๐—ต๐—ถ๐—ป๐—ฒ ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป๐—ถ๐—ป๐—ด ๐—ฆ๐˜†๐˜€๐˜๐—ฒ๐—บ๐˜€ is now as important as ever, how do we do it?

It is extremely important to ensure Data Quality upstream of ML Training and Inference Pipelines, trying to do that in the pipelines will cause unavoidable failure when working at scale. Curiosi...

#tutorial #data-science

Want to build your first ๐—Ÿ๐—Ÿ๐—  ๐—ฝ๐—ฟ๐—ผ๐—ท๐—ฒ๐—ฐ๐˜ but don't know where to start?

If you want to ๐—น๐—ฒ๐—ฎ๐—ฟ๐—ป in a ๐˜€๐˜๐—ฟ๐˜‚๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ๐—ฑ ๐˜„๐—ฎ๐˜† to ๐—ฏ๐˜‚๐—ถ๐—น๐—ฑ ๐—Ÿ๐—Ÿ๐—  ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ๐˜€ using good ๐—Ÿ๐—Ÿ๐— ๐—ข๐—ฝ๐˜€ principlesโ€ฆ We want to announce that we just ๐—ฟ๐—ฒ๐—น๐—ฒ๐—ฎ๐˜€๐—ฒ๐—ฑ ๐Ÿด ๐— ๐—ฒ๐—ฑ๐—ถ๐˜‚๐—บ ๐—น๐—ฒ๐˜€๐˜€๐—ผ๐—ป๐˜€ for the ๐—›๐—ฎ๐—ป๐—ฑ๐˜€-๐—ผ๐—ป ๐—Ÿ๐—Ÿ๐— ๐˜€ ๐—ฐ๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ that will put ...

#system #llmops

๐‹๐‹๐Œ2๐•๐ž๐œ - ๐“๐ซ๐š๐ง๐ฌ๐Ÿ๐จ๐ซ๐ฆ ๐‹๐‹๐Œ๐ฌ ๐ข๐ง๐ญ๐จ ๐„๐ฆ๐›๐ž๐๐๐ข๐ง๐  ๐Œ๐จ๐๐ž๐ฅ๐ฌ

LLM2Vec: Transform LLMs into Embedding Models Curiosity: Can we transform decoder-only LLMs into powerful text encoders? What happens when we enable bidirectional attention and contrastive learnin...

#paper #llm2vec

๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐——๐—ฎ๐˜๐—ฎ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜€๐˜, ๐—ฑ๐—ฟ๐—ผ๐—ฝ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฑ๐—ฎ๐˜๐—ฎ ๐—ณ๐—ถ๐—น๐—ฒ, ๐—น๐—ฒ๐˜ ๐˜๐—ต๐—ฒ ๐—Ÿ๐—Ÿ๐—  ๐—ฑ๐—ผ ๐˜๐—ต๐—ฒ ๐—ฎ๐—ป๐—ฎ๐—น๐˜†๐˜€๐—ถ๐˜€ ๐Ÿ“Šโš™๏ธ

Data analyst agent: get your dataโ€™s insights in the blink of an eye โœจ Curiosity: What insights can we retrieve from this? How does this connect to innovation in the field? Curiosity: In this note...

#cookbook #analyst-agents

๐—ง๐—ผ๐—ฝ ๐Ÿฐ ๐— ๐—ผ๐˜€๐˜ ๐—ฃ๐—ผ๐—ฝ๐˜‚๐—น๐—ฎ๐—ฟ ๐—จ๐˜€๐—ฒ ๐—–๐—ฎ๐˜€๐—ฒ๐˜€ ๐—ณ๐—ผ๐—ฟ ๐—จ๐——๐—ฃ by ByteByteGo ๐Ÿ’ฅ

UDP (User Datagram Protocol) is used in various software architectures for its simplicity, speed, and low overhead compared to other protocols like TCP. ๐Ÿ”น๐—Ÿ๐—ถ๐˜ƒ๐—ฒ ๐—ฉ๐—ถ๐—ฑ๐—ฒ๐—ผ ๐—ฆ๐˜๐—ฟ๐—ฒ๐—ฎ๐—บ๐—ถ๐—ป๐—ด Many VoIP and video...

#udp #use-cases

๐— ๐—ฎ๐—ฟ๐—ธ ๐—ญ๐˜‚๐—ฐ๐—ธ๐—ฒ๐—ฟ๐—ฏ๐—ฒ๐—ฟ๐—ด ๐—ท๐˜‚๐˜€๐˜ ๐—ฎ๐—ป๐—ป๐—ผ๐˜‚๐—ป๐—ฐ๐—ฒ๐—ฑ ๐˜๐—ต๐—ฒ ๐—š๐—ฃ๐—ง-๐Ÿฐ ๐—ธ๐—ถ๐—น๐—น๐—ฒ๐—ฟ, ๐—Ÿ๐—น๐—ฎ๐—บ๐—ฎ-๐Ÿฏ.๐Ÿญ ๐Ÿ’ฅ

๐Ÿ‘‰ Read our announcement blog post: https://huggingface.co/blog/llama31 ๐Ÿค— Model card for the 405B on the Hub: https://huggingface.co/meta-llama/Meta-Llama-3.1-405B-FP8 Metaโ€™s Llam...

#meta #llama31