How to Fine-Tune Models the EASY WAY Using ChatGPT & n8n (No Code)
Mark Kashef
@mark_kashefAbout
I'm an AI expert (and mad scientist) with over 10 years in Data Science & NLP I've been running my AI Automation Agency, Prompt Advisers, for the past 2 years
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π Gumroad Link to Assets in the Video: https://bit.ly/4iuv1rK π€ Join Our Community for All Resources & More: https://bit.ly/3ZMWJIb π Book a Meeting with Our Team: https://bit.ly/3Ml5AKW π Visit Our Website: https://bit.ly/4cD9jhG π¬ Core Video Description What if fine-tuning custom OpenAI models was as simple as uploading a file and clicking a button? In this comprehensive 26-minute guide, I break down exactly how to fine-tune powerful custom models with zero coding skills required. You'll discover two easy-to-follow methods: the first lets you instantly generate your training data using ChatGPT and directly fine-tune your model in the OpenAI Playground; the second gives you full visibility by integrating Airtable with n8n to track your fine-tuning progress in real-time and run automated tests comparing outputs. Iβll also demystify key fine-tuning concepts like JSONL formatting, epochs, batch sizes, and learning rate multipliers in a clear, beginner-friendly wayβempowering you to quickly craft models that reflect your unique brand voice or business use case. β³ TIMESTAMPS: 00:00 β Intro: Fine-tuning custom OpenAI models made ridiculously easy 01:14 β Method One: Using ChatGPT to generate JSONL training data 02:40 β JSONL Explained: Structure and differences from JSON 03:32 β OpenAI Playground: Uploading & validating your JSONL training file 05:01 β Monitoring Fine-Tuning: Understanding validation and training loss 06:00 β Testing & Chatting: How to interact with your custom fine-tuned model 07:00 β Deep Dive: Step-by-step breakdown of prompt engineering 08:03 β Example Scenarios: Creating effective JSONL examples 10:55 β Saving JSONL Files: Key tips for ensuring proper file formatting 11:20 β Theory Breakdown: Fine-tuning explained simply (Epochs, Batches, Loss) 13:32 β Epochs Explained: Training repetition & avoiding memorization 13:59 β Batches Explained: Balancing weight adjustment with batch sizes 15:02 β Training Loss Explained: How the model learns from examples 17:27 β LR Multiplier Explained: The basics of learning rate 18:18 β Method Two: Airtable & n8n Integration for advanced fine-tuning 19:02 β Airtable Setup: Automated JSONL uploads & fine-tuning triggers 21:45 β n8n Automation: Webhooks, API calls, and progress monitoring 23:00 β Automated Testing: Comparing fine-tuned models vs GPT-4 outputs 24:36 β Troubleshooting: Addressing common fine-tuning issues & hangs 25:41 β Resources & Templates: How to access everything demonstrated #OpenAI #FineTuning #n8n #Airtable #JSONL #ChatGPT #AIModel #WorkflowAutomation #PromptEngineering #NoCode #AIforBusiness
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