Gemma Introduction
WebsiteLarge Language Models (LLMs)
Gemma is a family of lightweight, state-of-the-art open source language models from Google, built using the same research and technology as Gemini models, designed for responsible AI development.
View MoreWhat is Gemma
Gemma is an open source AI model family developed by Google, offering lightweight yet powerful language models in sizes ranging from 2B to 27B parameters. Built on the same foundation as Google's Gemini models, Gemma aims to democratize access to advanced AI capabilities while promoting responsible development. The Gemma family includes text generation models, as well as specialized variants for tasks like code generation (CodeGemma) and vision-language processing (PaliGemma). Gemma models are designed to be efficient, allowing them to run on a wide range of hardware from laptops to cloud infrastructure.
How does Gemma work?
Gemma models utilize a decoder-only architecture and are pre-trained on massive datasets of text, code, and mathematical content. They can be fine-tuned or adapted for specific tasks using techniques like low-rank adaptation (LoRA). Gemma is framework-flexible, supporting popular ML libraries like JAX, PyTorch, and TensorFlow through Keras 3.0. The models incorporate built-in safety measures, including careful data curation and tuning for responsible outputs. Developers can access Gemma through platforms like Kaggle, Hugging Face, and Google Cloud's Vertex AI, where they can customize the models, run inference, or deploy them at scale. Google also provides tools like the Responsible Generative AI Toolkit to help developers implement best practices for ethical AI development.
Benefits of Gemma
Gemma offers several key benefits for developers and researchers. Its open source nature allows for transparency and customization, while its efficiency enables deployment on a wide range of hardware. The models achieve impressive benchmark results, often outperforming larger alternatives. Gemma's integration with popular ML frameworks and cloud platforms streamlines development and deployment. The focus on responsible AI, including built-in safety measures and supporting tools, helps developers create more ethical and trustworthy applications. Additionally, Gemma's variety of specialized models (e.g., CodeGemma, PaliGemma) provides tailored solutions for different AI tasks, making it a versatile choice for various applications in natural language processing, code generation, and multimodal AI.
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