Hugging Face is an open-source AI community and model-hosting platform founded in 2016, hosting hundreds of thousands of models and datasets on its Hub, with the Transformers library at 200,000+ GitHub stars, plus Inference API, Spaces and enterprise plans.
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AWS Bedrock is Amazon Web Services' fully managed generative AI service launched in 2023, offering one API for Anthropic Claude, Meta Llama, Amazon Titan, and other foundation models, with serverless inference, knowledge bases, agents, and guardrails.
Founded in 2022 and headquartered in San Francisco, Together AI is an inference cloud for open-source LLMs, offering low-latency APIs for 200+ models, LoRA fine-tuning and GPU clusters with an OpenAI-compatible API.
Fireworks AI is an ultra-fast LLM inference platform founded in 2022 in California, USA. Its FireAttention kernel pushes latency for open-source models like Llama and DeepSeek to millisecond levels, with an OpenAI-compatible API.
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2 results shownAI Model Fine-Tuning Tutorial: From Dataset Preparation to LoRA Training
This article introduces AI model fine-tuning from dataset preparation and training environment setup to LoRA/QLoRA practice, using a customer-service bot case to build the core skills for customizing general models.
Hugging Face Platform and Transformers Guide: From Hub to Deployment
Hugging Face is the hub of the open-source AI ecosystem. This guide covers models, datasets, and Spaces on the Hub, plus the Transformers library's Pipeline, Trainer, and inference capabilities, with an end-to-end path from download to deployment.