Axolotl is a AI FineTuning Magician
Matt Williams
@technovangelistAbout
I was a founding maintainer of Ollama, the first evangelist at Datadog, and a former organizer of DevOps Days Seattle, DevOps Days Boston, and Serverless Days Boston. I am passionate about gadgets and AI and automation. Some folks don't think that word is appropriate, but it totally fits here. If you meet me in person you will see me light up when I can share with you my latest gadget, tool, or utility. And this is where I get to share that with all of you. You can find more about me at my website (http://technovangelist.com) or on Twitter (http://twitter.com/technovangelist)
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Video Description
🔧 Want to make AI models speak like a pirate? Or customize them for your specific needs? This step-by-step tutorial shows you exactly how to fine-tune language models using Axolotl and integrate them with Ollama! 🎯 In this video, you'll learn: • How to set up and configure Axolotl for model fine-tuning • Complete installation process with all required dependencies • Step-by-step guide to running the fine-tuning process • How to integrate your fine-tuned model with Ollama • Tips for troubleshooting common Python environment issues Link to the Intro to FineTuning Video: https://youtu.be/W2QuK9TwYXs Links mentioned: https://tvl.st/axolotl-amd https://tvl.st/axolotl-pirate https://tvl.st/gh-axolotl https://tvl.st/loraparams Commands used: Install: conda create -n ax python=3.11 conda activate ax conda install pytorch torchvision torchaudio pytorch-cuda -c pytorch -c nvidia git clone https://github.com/axolotl-ai-cloud/axolotl.git axolotl pip install packaging pip install -e '.[flash-attn,deepspeed]'pip install -U git+https://github.com/huggingface/peft.git pip install --upgrade "jinja2" (angled brackets not allowed in video descriptions, but I specified a version) My Links 🔗 👉🏻 Subscribe (free): https://www.youtube.com/technovangelist 👉🏻 Join and Support: https://www.youtube.com/channel/UCHaF9kM2wn8C3CLRwLkC2GQ/join 👉🏻 Newsletter: https://technovangelist.substack.com/subscribe 👉🏻 Twitter: https://www.twitter.com/technovangelist 👉🏻 Discord: https://discord.gg/uS4gJMCRH2 👉🏻 Patreon: https://patreon.com/technovangelist 👉🏻 Instagram: https://www.instagram.com/technovangelist/ 👉🏻 Threads: https://www.threads.net/@technovangelist?xmt=AQGzoMzVWwEq8qrkEGV8xEpbZ1FIcTl8Dhx9VpF1bkSBQp4 👉🏻 LinkedIn: https://www.linkedin.com/in/technovangelist/ 👉🏻 All Source Code: https://github.com/technovangelist/videoprojects Want to sponsor this channel? Let me know what your plans are here: https://www.technovangelist.com/sponsor
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