Best Fine-Tuning & Model Training Services Software

Hugging Face is a machine learning platform and community where developers, researchers, and enterprises build, deploy, and share AI models and datasets.

Replicate is a cloud-based platform that provides an API for running, fine-tuning, and deploying open-source machine learning models at scale.

Anyscale is a fully managed, unified compute platform built by the creators of Ray for scaling AI, ML, and Python workloads from data processing to training and inference.

Predibase is a low-code AI platform that enables developers to fine-tune and deploy customized open-source large language models with reduced costs and infrastructure efficiency.

OpenAI Fine-tuning is a platform feature on platform.openai.com that lets users create customized models from base models like GPT-4 by training on uploaded JSONL datasets via supervised fine-tuning or reinforcement fine-tuning in the dashboard or API.