mljar / automl-app

AutoML Web App - build Machine Learning pipeline in automatic way with Graphical User Interface (GUI). You can run app locally!

New way for building ML pipelines!

We are working on new way for Python visual programming. We developed desktop application called MLJAR Studio. It is a notebook based development environment with interactive code recipes and managed Python environment. All running locally on your machine. We are waiting for your feedback.

It has code recipes to build ML pipelines with MLJAR AutoML.

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AutoML Web App 🤖

🚀 AutoML   •   📓 Mercury   •   🤝 Issues   •   🐦 Twitter   •   👩‍💼 LinkedIn   •   🌐 MLJAR Website

This is a Web Application designed to train Machine Learning pipelines using MLJAR AutoML, specifically tailored for tabular data. All the generated models are compressed into an archive format, allowing their reuse to compute predictions in batch mode.

This repo consists of three notebooks:

• notebook for training AutoML with simple UI,
• advanced notebook for training AutoML with more advanced UI (you can select feature engineering methods, algorithms, validation strategy, and evaluation metric),
• notebook for computing predictions.

The Web App harnesses the capabilities of mljar-supervised to construct the Machine Learning pipeline with AutoML. This involves the automation of several key tasks:

• data preprocessing,
• features engineering,
• algorithm selection & tuning,
• ML models explanations,
• automatic documentation.

The Web App is created directly from Jupyter Notebooks with Mercury framework.

Demo

MLJAR-AutoML-Web-App.mp4

Online demo

The Web App is available online at automl.runmercury.com. Input data upload is limited to 1MB.

Run locally 🖥️

Please run the below commands to run Web App locally. It requires Python >= 3.8.

pip install -r requirements.txt
mercury run

Training Notebook 📓

If you would like to increase the input file limit, please change the cell:

data_file = mr.File(label="Upload CSV with training data", max_file_size="1MB")

and set your max_file_size.

Please change the following cell to increase training time:

time_limit = mr.Select(label="Time limit (seconds)", value="60", choices=["60", "120", "240", "300"])

Times are in seconds. Please just increase the values.

Training models in Web App

Please upload a CSV file with training data, select input features & target, and click Start training.

All models created during the training are available for download as a zip file:

Advanced Training Notebook 💪

Please use advanced mode if you would like to tweak AutoML parameters:

👩‍💼🐦 Connect with Us on LinkedIn & Twitter

Stay up-to-date with the latest updates about MLJAR 🎨🤖 by following us on Twitter (MLJAR Twitter) and LinkedIn (Aleksandra LinkedIn & Piotr LinkedIn). We look forward to connecting with you and hearing your thoughts, ideas, and experiences.

Good luck with ML training!

automl-app's Issues

Non-starter on windows with MLJAR studio

Hi, Looks amazing and just what I need - Tried to get it running in MLJAR studio in windows, but it's a non-starter due to a known bug in Jupyter it seems. People posting bugs about it since early this year. Try to install the mercury extension in order to satisfy the requirements for this workbook to run it, but no-go. You get this error on any extension install from MLJAR studio.

Error when performing an action.

Reason given:

Error: ERROR: Could not open requirements file: [Errno 13] Permission denied: 

Perhaps a newer version of Jupyter fixes it, but I do not see their fix documented yet.

Question About Image Export Format

Hi! Currently, the exported images are all in PNG format. Is it possible to export them in an editable format such as PDF? Thanks for your help.

Error running mercury portal on Mac OS

Hi I managed to install but then I keep getting the below error whey doing mercury run
Could maybe somehow be related to having both Python 3.11 and 3.12 on my Mac OS M1.
Thanks!

Version: 2.3.7
Initialize train-automl-advanced.ipynb
Error during notebook initialization. No template sub-directory with name 'lab' found in the following paths:
	/Users/zvi/Library/Jupyter
	/Users/zvi/Library/Python/3.11/share/jupyter
	/opt/homebrew/opt/[email protected]/Frameworks/Python.framework/Versions/3.11/share/jupyter
	/usr/local/share/jupyter
	/usr/share/jupyter
Traceback (most recent call last):
  File "/opt/homebrew/lib/python3.11/site-packages/traitlets/traitlets.py", line 632, in get
    value = obj._trait_values[self.name]
            ~~~~~~~~~~~~~~~~~^^^^^^^^^^^
KeyError: 'template_paths'