Nagen Kthinkboundlessai.hashnode.dev·a day agoOptimizing Large Language Models (LLMs): Mastering Parameters for Fine-TuningFine-tuning large language models (LLMs) is an intricate process of balancing creativity, coherence, and accuracy by adjusting various key parameters. Whether you are generating natural language text, summaries, or even source code, understanding how...DiscussAI
Fotie M. Constantblog.fotiecodes.com·Sep 20, 2024Customizing LLMs through Supervised Fine-tuningIn the ever-evolving domain of Natural Language Processing (NLP), supervised fine-tuning has emerged as a game-changing technique for adapting pre-trained Large Language Models (LLMs) to specific tasks. While pre-trained LLMs like those in the GPT fa...Discuss·20 likes·41 readsllm
Sai Chowdary GullapallyforML Radio - A Machine Learning Blogmlrad.io·Sep 14, 2024Research Vignette: Exploring LORAResearch Vignettes are short articles where I summarize the key ideas of a research paper in a simple and easy-to-follow manner. arxiv link for the paper Suggested Pre-Readings: To understand this paper, you need to be familiar with the concepts of v...Discussllm
Priyapeeplika.hashnode.dev·Sep 10, 2024Housing Price PredictionThis project is based on Chapter 2 of the Hands-On Machine Learning book. The goal of the project is to build a housing price prediction model using the California housing dataset. Project link: peeplika/Housing-price-prediction (github.com) Step 1: ...Discuss·10 likesMachine Learning
Mohammad Shahid Beighmohammadshahidbeigh.hashnode.dev·Sep 4, 2024Mastering Fine-Tuning: A Journey Through Model OptimizationHello everyone, Today, I'm very excited to share some key insights from my recent journey into fine-tuning AI models, particularly with OpenAI's cutting-edge models like GPT-3.5 Turbo. If you're diving into the world of AI, fine-tuning is one of thos...Discuss·40 readsAI
Ben KadishforFractional AI Engineering Blogengineering.fractional.ai·Aug 27, 2024Fine Tuning QuirkI was working on content moderation for Change.org (see our full case study here). Our goal was to automatically identify violative content to flag for reviewers. The existing system employed several queries, one of which I found had a high percentag...Discuss·40 readsAI
Sam Schneiderblog.samschneider.me·Aug 16, 2024A Very Simple Example of Fine-Tuning an LLMNormally when you fine-tune an LLM you end up making Jeff Bezos just a little bit richer due to the enormous compute power required even for the simplest of fine-tuning. I tried every free avenue I could think of to demonstrate fine-tuning using Mist...Discussfinetuning
Abhay Kouloevortex.hashnode.dev·Aug 9, 2024How to Pre-train AI Model with HelpingAI ArchitectureHello, amazing AI enthusiasts! 👋 Ready to embark on an exciting journey of pre-training an AI model using the innovative HelpingAI architecture? Let's dive in! 🌊💻 Step 1: Set Up Your Environment 🛠️ First, let's get everything ready! We'll clone t...Discuss·1 likeAI ML
Sam Schneiderblog.samschneider.me·Aug 7, 2024In a Few Words, What is Few-shot Learning?Imagine that you went to high school in a place where everyone was rich except for you. Your parents had very mediocre jobs, enough to put food on the table and pay for school fees but nothing else. Further imagine that you didn't want anyone else to...Discussfinetuning
Sam Schneiderblog.samschneider.me·Aug 1, 2024Why Would You Ever Fine-tune an LLM?You can get pretty good results with few-shot prompt templates, why would you go to the trouble of spending expensive GPU hours to fine-tune an LLM with essentially the same process as few-shot prompt templates? It basically comes down to data. How m...Discussfinetuning
