Liner.ai
Unlock machine learning: code-free, end-to-end, fast, and accessible to all.. [Free]
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What is Liner.ai?
Liner.ai is a no-code machine learning tool that helps you train and deploy ML models in a few clicks. It is positioned as an end-to-end workflow: you bring training data, Liner chooses and trains a model, and then you export it for use in your application.
The website emphasizes speed and simplicity. You can import your own data or use pre-labeled datasets, then start training with a single button press. Liner says training is usually completed within minutes and is optimized to work well on CPUs, so a GPU is not required.
It supports several ready-made project templates, including image classification, text classification, audio classification, video classification, object detection, image segmentation, and pose classification. That makes it useful for common computer-vision, language, sound, and motion use cases without writing code.
Liner is designed for beginners and non-experts, but it can also help developers who want a fast way to prototype ML applications. The site says training happens locally on your computer, nothing is sent to the cloud, and the trained models can be exported to several platforms for integration.
The tool is available on Windows and Mac, and the website presents it as completely free to use. Linux is listed as coming soon.
Liner.ai pricing
Pricing model: Freemium
Liner.ai says it is completely free to use. The website lists no paid plans or subscription tiers. It runs on Windows and Mac, supports local training on your own computer, and does not require a GPU. Linux is listed as coming soon.
Liner.ai pros
- No-code workflow
- Free to use
- Trains in a few clicks
- Automatic model selection
- Import your own data
- Supports pre-labeled datasets
- Image classification template
- Text classification template
- Audio classification template
- Video classification template
- Object detection template
- Image segmentation template
- Pose classification template
- CPU training supported
- No GPU required
- Local training on your computer
- Nothing sent to the cloud
- Export to several platforms
- Easy to integrate into apps
- Windows support
- Mac support
Liner.ai cons
- Linux not available yet
- Limited to supported template types
- Not built for custom model architectures
- No cloud training option
- No collaboration features mentioned
- No pricing tiers listed
- No advanced MLOps features mentioned
- Best suited to structured beginner workflows
Frequently asked questions about Liner.ai
What does Liner.ai do?
Liner.ai is a no-code machine learning tool that lets you train ML models using your own data, then export the trained model for use in your application. The site presents it as an end-to-end workflow for building machine learning apps without requiring coding or ML expertise.
How does the workflow work?
The website describes a three-step flow: import your data, start training, and deploy your model. You can view imported data inside Liner, press a button to train, and then export the result to supported platforms for integration.
Do I need coding experience to use it?
No. The website explicitly says no coding or machine learning expertise is required. It is designed to be intuitive for beginners and to make model training accessible with a simple interface.
Do I need a GPU?
No GPU is required. Liner says the models are optimized to train quickly on standard CPUs, and training happens locally on your computer.
Is my data sent to the cloud?
No. The website says training happens locally on your computer and that nothing is sent to the cloud. That makes the workflow more private and keeps the data on-device.
What kinds of projects does it support?
Liner.ai provides several project templates, including image classification, text classification, audio classification, video classification, object detection, image segmentation, and pose classification. These templates cover common ML tasks across images, text, audio, video, and motion.
Can I use my own data?
Yes. The website says you can import your own data, and it also mentions that you can use a library of datasets or a pre-labeled dataset. That gives you flexibility depending on how much data preparation you want to do yourself.
How fast is training?
Liner says training is optimized for speed and accuracy, and that in most cases the model is trained within minutes. The site also says the models are designed to be fast on CPUs, not just GPUs.
What platforms can I install it on?
The download page says Liner.ai is available for Windows and Mac. Linux is listed as coming soon, so it is not available yet on that platform.
Is Liner.ai really free?
Yes. The website states that Liner.ai is completely free to use and does not list any paid plans or tiers on the pages reviewed.