Liner.ai

Train ML models effortlessly without coding or ML expertise.

Screenshot of Liner.ai, Train ML models effortlessly without coding or ML expertise

What is Liner.ai?

Liner.ai is a free no-code machine learning training tool, suited to non-technical users and educators experimenting with ML without coding skills.

Liner is a free tool to train your ML models with ease. It accepts your training data and provides a readily integrable ML model, requiring no coding or prior knowledge of machine learning.

How do you use Liner.ai?

  1. 1Download Application
    To start training your ML models with Liner, download the application from the page. Make sure you choose the right option for your device.
  2. 2Start Project
    Once you've finished the installation process, open the app, and start a new project. You have to choose one of 8 different functions to begin. In this example, we are going to predict image labels.
  3. 3Import Data
    To train ML models, you need a base dataset. Import your data, or use a pre-labeled public dataset provided by Liner.
  4. 4Start Training
    Once your dataset is uploaded, adjust your training settings, and hit "Start Training" to begin. You will get detailed feedback on validation accuracy in a few moments.
  5. 5Demo Model
    Next, click on "Add File" to analyze it using the trained model. Since our dataset was a collection of monkey images, we will upload an image of a man, and try to find relevancy based on that dataset.
  6. 6Get Analytics
    Woah! Looks like this guy has a lot in common with the Colombian white-faced capuchin, also known as 'ringtail'.
  7. 7Export
    Finally, export the project to your preferred platform. Choose from the given list.

Pros and cons

Pros

  • No-code ML training lowers the barrier dramatically vs writing PyTorchAI
  • Mobile usability is unusual for ML toolsAI
  • Free tier enables real evaluation and learningAI

Cons

  • Limited to simple ML use cases — no deep learning or complex pipelinesAI
  • Generated models may lack production-grade robustnessAI
  • Crowded category against Lobe, Teachable Machine, and similar toolsAI

How much does Liner.ai cost?

Free trial

Liner is free to use! Just download the application to your device, and start training your ML models.

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Pricing

Here's the crazy part - download and use Liner for free!

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Support

Although Liner makes training ML models as easy as humanly possible, you're still probably going to have questions. If so, don't hesitate to reach out to the team via email at contact@liner.ai.

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Integrations

Export your trained model to several different platforms such as Keras, TensorFlow, ML, ONNX, and more.

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Features

Liner's key features include no-code ML model training, uploading and downloading pre-existing data sets, exporting models to different platforms, useable on mobile devices, and much more.

Frequently asked questions about Liner.ai

  • How much does Liner.ai cost?
    Here's the crazy part - download and use Liner for free!
  • Does Liner.ai offer a free trial?
    Liner is free to use! Just download the application to your device, and start training your ML models.
  • How do you use Liner.ai?
    The walkthrough on this page covers 6 steps: 1. Download Application 2. Start Project 3. Import Data 4. Start Training 5. Demo Model 6. Get Analytics.
  • What does Liner.ai integrate with?
    Export your trained model to several different platforms such as Keras, TensorFlow, ML, ONNX, and more.
  • What are the limitations of Liner.ai?
    Limited to simple ML use cases — no deep learning or complex pipelines. Generated models may lack production-grade robustness. Crowded category against Lobe, Teachable Machine, and similar tools.

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Added5/23/2023

Creator

@divamgupta

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