How to build a custom text classifier without days of human labeling
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ben burtenshaw
burtenshaw
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SFT + Quantisation + Unsloth is a super easy way of squeezing extra performance out of an LLM at low latencies. Here are some hand y resources to bootstrap your projects.
Here's a filtered dataset from Helpsteer2 with the most correct and coherent samples: burtenshaw/helpsteer-2-plus
This is a SFT finetuned model: ttps://huggingface.co/burtenshaw/gemma-help-tiny-sft
This is the notebook I use to train the model: https://colab.research.google.com/drive/17oskw_5lil5C3jCW34rA-EXjXnGgRRZw?usp=sharing
Here's a load of Unsloth notebook on finetuning and inference: https://docs.unsloth.ai/get-started/unsloth-notebooks
Here's a filtered dataset from Helpsteer2 with the most correct and coherent samples: burtenshaw/helpsteer-2-plus
This is a SFT finetuned model: ttps://huggingface.co/burtenshaw/gemma-help-tiny-sft
This is the notebook I use to train the model: https://colab.research.google.com/drive/17oskw_5lil5C3jCW34rA-EXjXnGgRRZw?usp=sharing
Here's a load of Unsloth notebook on finetuning and inference: https://docs.unsloth.ai/get-started/unsloth-notebooks
Collections
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A collection of models that are open source equivalents of flux-schnell and flux-dev
A work in progress collection of resources related to a project to finetune Gemma 2 2b for helpfulness with Helpsteer2.
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nvidia/HelpSteer2
Viewer • Updated • 21.4k • 18.4k • 358 -
google/gemma-2-2b
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HelpSteer2: Open-source dataset for training top-performing reward models
Paper • 2406.08673 • Published • 16 -
HelpSteer: Multi-attribute Helpfulness Dataset for SteerLM
Paper • 2311.09528 • Published • 2
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models
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burtenshaw/Qwen2.5-3B-Instruct-GGUF
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burtenshaw/gemma-help-tiny-sft
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burtenshaw/Qwen1.5-0.5B-dpo-mix-7k
Text Generation
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burtenshaw/notus-merged-with-code-mistral-so-its-better-at-coding
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burtenshaw/Qwen1.5-0.5B-dpo-mix-7k-GGUF
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burtenshaw/Qwen1.5-0.5B-dpo-mix-7k-5000
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burtenshaw/Qwen1.5-0.5B-dpo-mix-7k-3000
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burtenshaw/setfit_food_annotated
Text Classification
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burtenshaw/dataset-diff-test-changed
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burtenshaw/dataset-diff-test
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burtenshaw/most_used_models
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burtenshaw/exam_questions
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burtenshaw/pc-components-reviews-vectors
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burtenshaw/fosllms-week-1-demo
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burtenshaw/yahoo_answers_topics
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burtenshaw/image-search-queries
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burtenshaw/document-similarity
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burtenshaw/helpsteer-2-plus
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