19 Tips to Better AI Fine Tuning

Video Description

🔥 Want to make your LLMs smarter? Discover the truth about fine-tuning - it's not what most people think! Learn when to use it, when to avoid it, and how to prepare for success with popular tools like Axolotl, Unsloth, and MLX. 🎯 In this video, you'll learn: • What fine-tuning actually does (hint: it's not about new knowledge) • The key differences between full fine-tuning, LoRA, and QLoRA • How to prepare high-quality training data • Which base model to choose for your project • Common pitfalls to avoid ⏱️ Timestamps: 00:00 - Intro 00:29 - The first tip 00:44 - The second tip...what it does 01:17 - But wait 02:49 - The next one 03:02 - The approaches 04:33 - The first example 05:04 - The parameters 06:40 - Another tip 07:12 - Second great use case 07:39 - This tip is a mistake to avoid 07:55 - Another mistake to avoid 08:12 - RAG is often better 09:09 - Patterns 09:31 - The most crucial piece 10:13 - Another tip 10:31 - Good Data 11:01 - High quality data 11:34 - What your training data must have 12:29 - Foundations 12:55 - Model size 13:47 - Something often overlooked 14:56 - But what do i DO 💡 Want to implement fine-tuning yourself? Subscribe and hit the notification bell to catch our upcoming tutorials on Axolotl, unsloth, and MLX! Drop a comment below: Which fine-tuning tool should we cover first? 👇 #MachineLearning #LLM #ArtificialIntelligence 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