Aspect-based sentiment is stuff like “service: good, food: bad”. Sometimes you can model it as multiple label vectors on the text, other times it’s more like spancat or relation extraction
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Data Engineering vs Data Science: Infrastructure and Analysis
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Data Engineering deals with the practical aspects of collecting, storing, & processing large amounts of data, while Data Science involves using that data to build models and make data-driven decisions. Simply put, DE focuses on the infrastructure while DS focuses on the analysis.
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Data Engineering: The Essential Foundation for Data Science
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All paths to Data Science leads through Data Engineering.
— Shubham Saboo (@Saboo_Shubham_) 11 février 2023
Credits: @christianbdata pic.twitter.com/BgtB2T3SAIAll paths to Data Science leads through Data Engineering. Credits: @christianbdata
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Remix.run: A Compelling Web Development Platform Sales Pitch
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Dang this website is one great sales pitch. Spinnageddon! https://
remix.run -
Open Source Speech Synthesis Models: FastSpeech2, VITS, TorToise
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Yes! My point was referring specific to closed source API the David was mentioning in the video.
All, FastSpeech2, VITS and TorToise (inference) are OSS. :)) -
Automate multilingual string updates with Pull Requests
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Yeah you don‘t wanna coordinate any of that. You want someone that sees that you checked in new english strings into your localized.strings file and sends a Pull Request with the other languages.
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Documentation Updates and Bug Fixes Released
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And of course, lots of usual docs/bug fixes! s/o @eltociear @tangjeff0 (x2) @concaption @kevin_w_huo Jon Luo, Peng Qu Happy weekend!
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LangChain Adds Batch Embeddings Support for OpenAI
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Batch embeddings While we have support for batch processing of LLM calls, we didn't have support for batch processing of embeddings until now. @jmdagdelen added it for the @OpenAI embedding module PR: https://
github.com/hwchase17/lang
chain/pull/969/files
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LangChain PagedPDF Tracks Page Numbers for Source Citations
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PDFs with pages @andrewwhite01 added a PagedPDF that keeps track of page numbers in the metadata This metadata is useful when doing question answering with sources! Docs: https://
langchain.readthedocs.io/en/latest/modu
les/document_loaders/examples/pdf.html
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LangChain YouTube Metadata Integration Feature
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YouTube metadata Speaking of metadata, thanks to Alex Zhangji you can now specify `add_video_info=True` and it will add relevant metadata from YouTube to the document Docs: https://
langchain.readthedocs.io/en/latest/modu
les/document_loaders/examples/youtube.html#add-video-info
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