Bonus: simple models train on CPU for free! Just choose `spaces-cpuf` backend! For others you pay per minute and it shuts down on its own when done!
@abhi1thakur
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Private Hugging Face Training with Live Monitoring and Pay-Per-Minute Pricing
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Your training will start in your own private userspace on hugging face on your chosen hardware! And you can monitor the training live. The space will be paused on completion automatically. So, you dont have to worry about any extra costs. You pay per minute! 3/N
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Hugging Face Account Setup for AutoTrain SpaceRunner Scripts
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All you need is a http://
hf.co account and a valid payment method attached to your account/organization. Once you have that, place all your scripts/packages with entrypoint at http://
script.py and pass it to `–script-path` argument of autotrain spacerunner 2/N -

Train Custom Scripts on HuggingFace Spaces with AutoTrain SpaceRunner
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You made your own training script but don't have resources to train? No worries! Now you can train custom scripts on HuggingFace Spaces Backend using AutoTrain's SpaceRunner! The training starts instantly and upon completion, the space is paused saving lots of $ 1/N
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Context Extraction is Key to Accurate LLM Answers
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answering is not a problem. llama2-70b works quite well. extracting the right context is the bigger issue 🙂 once the context is correct, answers are automatically correct even with smaller LLMs 🙂
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Semantic search fails at scale beyond toy examples and familiar data
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ive been trying to make semantic search work on 150k documents for a while. what ive found so far is that it doesnt work. it only works for toy examples, very small datasets and data which the LLM has more or less already seen and that's why it answers well from it.
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La méthode la plus rapide pour construire une interface de chat
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The FASTEST way to build CHAT UI for LLMs pic.twitter.com/4KcDrk51oL
— abhishek (@abhi1thakur) 12 août 2023The FASTEST way to build CHAT UI for LLMs
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Subscribe to Best Applied Machine Learning Coding Videos
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This guy makes one of the best applied machine learning coding videos: http://
bit.ly/abhitubesub have you subscribed to him yet? -

Build Chat UI for Llama v2 with Context and History
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NEW TUTORIAL ALERT Learn how to build a chat ui for llama v2 (or any llm)! In addition, you will learn how to keep context and history and how to format the query properly for llama v2 chat (or any chat llm). Check out the video here: https://
youtu.be/PE0DQlQItro