Auto-Keras: An Open Source Library For Automated Machine Learning! - Great Learning
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Auto-Keras: An Open Source Library For Automated Machine Learning!

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Overview :

Auto-Keras is an Open Source library for Automated Machine Learning.

Allows an easy access to deep learning models to the domain experts with limited machine learning background.

Multiple examples make it simple to understand the model.

Introduction :

Automated Machine Learning or AutoML is the process of automating the end-to-end process of applying machine learning to real-life problems. Auto-Keras is an open-source software library for AutoML, a new member of the ‘open-source libraries’ family. The main aim is to provide domain experts with ML knowledge and easy access to deep learning models.

Auto-Keras provides functions to automatically search for architecture and hyperparameters of deep learning models. What makes it different is the ease of use, simple installation and the numerous examples to get started with. As it is an open-source library, one can easily study, change and enhance the source code as well!

The first and the most important step to start-off with Auto-Keras is installation. To install the package, use the pip installation as shown on their website.

For those having second thoughts (if any), there is a gamut of evidence on how effective AutoML is. AutoML was proposed as an AI-based solution to the ever-growing challenge of applying machine learning and the results speak for themselves. Automating the end-to-end process of applying machine learning results in simpler solutions, creating those solutions faster, and developing models that often outperform models that were designed manually. Having said that the current version of Auto-Keras comes with a disclaimer which you can read here.

Follow the links to go through the code on GitHub and a few examples as well.

So Let’s Summarize :

Click on the link, install and give it a try! There is nothing to lose irrespective of whether you wish to learn or put this software to a test. This will make your deep learning models easier to build and hopefully perform better. As Automated Machine Learning is gaining attention swiftly, an open-source opportunity like this definitely gains a lot of popularity in the community.

So what are you waiting for? Try Auto-Keras today!

For more information on machine learning concepts and tools, visit the Great Learning Blog

 

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