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        "description": "![MindsDB](https://raw.githubusercontent.com/mindsdb/mindsdb/master/assets/logo_gh.png \"MindsDB\")\n#\n\n[![Build Status](https://travis-ci.org/mindsdb/mindsdb.svg?branch=master)](https://travis-ci.org/mindsdb/mindsdb)\n[![PyPI version](https://badge.fury.io/py/MindsDB.svg)](https://badge.fury.io/py/MindsDB)\n\n\nMindsDB's goal is to give developers easy access to the power of artificial neural networks for their projects.[![Tweet](https://img.shields.io/twitter/url/http/shields.io.svg?style=social)](https://twitter.com/intent/tweet?text=Machine%20Learning%20in%20one%20line%20of%20code%21&url=https://www.mindsdb.com&via=mindsdb&hashtags=ai,ml,machine_learning,neural_networks)\n\nMindsDB as project is made out of the following:\n\n\n- **[Mindsdb-native](https://github.com/mindsdb/mindsdb/)**: This repository, which is a python module that aims for auto-model building, training, testing in a single line of code. \n\n- **[Lightwood](https://github.com/mindsdb/lightwood/)**: Under the hood of mindsdb native there is lightwood, a Pytorch based framework to streamline the work of gluing together building blocks for ML  [lightwood's GITHUB](https://github.com/mindsdb/lightwood/).\n\n- **[MindsDB Scout](http://mindsdb.com/product)**: A graphical user interface to work with MindsDB, with a focus on interpretability and explainability.\n\n \n  \n# MindsDB Native\n  \n* [Installing MindsDB Native](https://mindsdb.github.io/mindsdb/docs/installing-mindsdb)\n* [Learning from Examples](https://mindsdb.github.io/mindsdb/docs/basic-mindsdb)\n* [Frequently Asked Questions](https://mindsdb.github.io/mindsdb/docs/faq)\n* [Provide Feedback to Improve MindsDB](https://mindsdb.typeform.com/to/c3CEtj)\n\n\n## Try it out\n\n### Installation\n\nYou can use MindsDb on your own computer in under a minute, simply follow the [installation instructions](https://mindsdb.github.io/mindsdb/docs/installing-mindsdb) or, if you already have a python environment setup, just run:\n\n```bash\n pip3 install mindsdb --user\n```\n\nYou can try MindsDb on [Google Colab](https://colab.research.google.com/drive/1qsIkMeAQFE-MOEANd1c6KMyT44OnycSb)\n\nYou can also use Docker to run mindsdb: `sh -c \"$(curl -sSL https://raw.githubusercontent.com/mindsdb/mindsdb/master/distributions/docker/build-docker.sh)\"`\n\nIf you'd prefer to watch a video tutorial, you can find it [here](https://www.youtube.com/watch?v=a49CvkoOdfY). (Note: Please manually set it to 720p or greater to have the text appear clearly)\n\nHaving problems ? Please tell us about them with [an issue on github](https://github.com/mindsdb/mindsdb/issues/new/choose)\n\n### Usage\n\nOnce you have MindsDB installed, you can use it as follows:\n\nTo **train a model**:\n\n```python\n\nfrom mindsdb import Predictor\n\n\n# We tell mindsDB what we want to learn and from what data\nPredictor(name='home_rentals_price').learn(\n    to_predict='rental_price', # the column we want to learn to predict given all the data in the file\n    from_data=\"https://s3.eu-west-2.amazonaws.com/mindsdb-example-data/home_rentals.csv\" # the path to the file where we can learn from, (note: can be url)\n)\n\n```\n\n\nTo **use the model**:\n\n```python\n\nfrom mindsdb import Predictor\n\n# use the model to make predictions\nresult = Predictor(name='home_rentals_price').predict(when={'number_of_rooms': 2,'number_of_bathrooms':1, 'sqft': 1190})\n\n# you can now print the results\nprint('The predicted price is ${price} with {conf} confidence'.format(price=result[0]['rental_price'], conf=result[0]['rental_price_confidence']))\n\n```\n\nVisit the documentation to [learn more](https://mindsdb.github.io/mindsdb/docs/basic-mindsdb)\n\n## Contributing\n\nIn order to make changes to mindsdb, the ideal approach is to fork the repository than clone the fork locally `PYTHONPATH`.\n\nFor example: `export PYTHONPATH=$PYTHONPATH:/home/my_username/mindsdb`.\n\nTo test if your changes are working you can try running the CI tests locally: `cd tests/ci_tests && python3 full_test.py`\n\nOnce you have specific changes you want to merge into master, feel free to make a PR.\n\n## Report Issues\n\nPlease help us by reporting any issues you may have while using MindsDB.\n\nhttps://github.com/mindsdb/mindsdb/issues/new/choose",
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