What is Gemma 3 270M?
Gemma 3 270M is a compact, 270-million parameter open model engineered for developers who need to build highly efficient, task-specific AI solutions. It’s designed from the ground up to excel at instruction-following and text structuring, providing a powerful foundation for fine-tuning. If you're tired of using oversized, costly models for well-defined tasks, Gemma 3 270M offers a smarter, more streamlined approach.
Key Features
🧠 Compact and Capable Architecture With 270 million total parameters and a large 256k token vocabulary, the model is expertly designed to handle specific and rare tokens. This makes it an exceptional base for fine-tuning on specialized domains and languages, ensuring it understands the nuances of your specific data.
🔋 Extreme Energy Efficiency Run powerful AI with minimal power draw. In our internal tests on a Pixel 9 Pro, the INT4-quantized model used just 0.75% of the battery for 25 conversations. This remarkable efficiency makes it ideal for on-device and mobile applications where battery life is critical.
🎯 Precise Instruction Following Gemma 3 270M is released with an instruction-tuned checkpoint that delivers strong performance right out of the box. While not intended for complex, open-ended conversation, it reliably follows specific instructions, making it perfect for structured tasks and automated workflows.
⚙️ Production-Ready Quantization We provide Quantization-Aware Trained (QAT) checkpoints, allowing you to run the model at INT4 precision with minimal performance degradation. This is essential for deploying fast, responsive AI on resource-constrained hardware like mobile phones and edge devices.
Use Cases
Gemma 3 270M is the right tool for when you need precision, speed, and cost-effectiveness. Here are a few ways you can put it to work:
Build High-Throughput Data Pipelines: Fine-tune the model to perform high-volume, specific tasks like sentiment analysis, entity extraction from documents, or routing user queries to the correct department. Because of its small size, you can run it on inexpensive infrastructure, dramatically reducing inference costs.
Create Private, On-Device AI Features: Develop applications that handle sensitive information without ever sending data to a server. You can run a fine-tuned Gemma 3 270M model entirely on a user's device for features like creative writing assistance, compliance checks, or personal data organization, ensuring maximum user privacy.
Deploy a Fleet of Specialized AI Experts: Instead of relying on a single, massive model for every task, build and deploy multiple custom models. Create one expert for summarizing legal text, another for generating marketing copy, and a third for classifying customer support tickets—all without breaking your budget.
Unique Advantages
The true power of Gemma 3 270M lies in its "right tool for the job" philosophy, which offers a clear alternative to the common industry approach.
Efficiency Over Brute Force: While massive, general-purpose models are powerful, they are often inefficient and costly for specific tasks. Gemma 3 270M is engineered for specialization, allowing you to build lean, fast systems that solve your problem with remarkable accuracy and cost-effectiveness.
Proven Performance Gains: This specialized approach delivers real-world results. For example, Adaptive ML fine-tuned a Gemma model for SK Telecom's complex, multilingual content moderation needs. The resulting model not only met but exceeded the performance of much larger proprietary models on its specific task.
Rapid Iteration and Deployment: The model's small size enables you to run fine-tuning experiments in hours, not days. This allows you to quickly find the perfect configuration for your use case and deploy it anywhere—from a local environment to Google Cloud Run.
Conclusion
Gemma 3 270M is more than just a small model; it’s a strategic asset for building smarter, faster, and more efficient AI solutions. It empowers you to create custom-tuned experts that deliver exceptional performance on the tasks that matter most to your users and your business.
Ready to build a more efficient AI solution? Get started with Gemma 3 270M models on Hugging Face, Ollama, Kaggle, and Vertex AI.
More information on Gemma 3 270M
Launched
2002-06
Pricing Model
Free
Starting Price
Global Rank
Follow
Month Visit
2.2M
Tech used
Top 5 Countries
25.73%
9.65%
4.97%
3.91%
3.55%
United States
India
Korea, Republic of
United Kingdom
Japan
Traffic Sources
3.15%
0.52%
0.06%
10.1%
46.37%
39.79%
social
paidReferrals
mail
referrals
search
direct
Source: Similarweb (Sep 25, 2025)
Gemma 3 270M was manually vetted by our editorial team and was first featured on 2025-08-15.
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