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AlejandroOlmedo
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MLX & Finetunes

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reacted to tegridydev's post with 👍 about 17 hours ago
WTF is Fine-Tuning? (intro4devs) Fine-tuning your LLM is like min-maxing your ARPG hero so you can push high-level dungeons and get the most out of your build/gear... Makes sense, right? 😃 Here's a cheat sheet for devs (but open to anyone!) --- TL;DR - Full Fine-Tuning: Max performance, high resource needs, best reliability. - PEFT: Efficient, cost-effective, mainstream, enhanced by AutoML. - Instruction Fine-Tuning: Ideal for command-following AI, often combined with RLHF and CoT. - RAFT: Best for fact-grounded models with dynamic retrieval. - RLHF: Produces ethical, high-quality conversational AI, but expensive. Choose wisely and match your approach to your task, budget, and deployment constraints. I just posted the full extended article here if you want to continue reading >>> https://huggingface.co/blog/tegridydev/fine-tuning-dev-intro-2025
reacted to Quazim0t0's post with 👍 about 17 hours ago
My first attempt at using SmolAgents: https://huggingface.co/spaces/Quazim0t0/CSVAgent The video attached was an example for this space. Based on ZennyKenny's SqlAgent: https://huggingface.co/spaces/ZennyKenny/sqlAgent You can upload a CSV file and it will automatically populate the table, then you can ask questions about the data. Grab a sample CSV file here: https://github.com/datablist/sample-csv-files The questions that can be asked may be limited. _______________________ Second: https://huggingface.co/spaces/Quazim0t0/TXTAgent Created an Agent that converts a .txt file into a CSV file, then you can ask about the data and also download the CSV file that was generated. _______________________ Third: https://huggingface.co/spaces/Quazim0t0/ReportAgent Upload Multiple TXT/DOC files to then generate a report from those files. _______________________ Lastly: https://huggingface.co/spaces/Quazim0t0/qResearch A Research tool that uses DuckDuckGo for Web Searches, Wikipedia and tries to refine the answers in MLA Format.
updated a model about 21 hours ago
AlejandroOlmedo/zeta-4bit-mlx
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