Thread by @TheSequenceAI

🤖@Uber Ludwig = Open Source Framework for Creating ML Models Without Writing Any Code.

To use Ludwig all you need is a data file with the inputs attributes and the desired outputs, Ludwig does the result.
Thread🧵👇

The main innovation behind Ludwig = idea of data-type specific encoders and decoders. Ludwig uses specific encoders and decoders for any given data type supported.
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Ludwig is based on a series of principles:
+No Coding Required
+Generality
+Flexibility
+Extensibility
+Interpretability
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Ludwig is built on top of @TensorFlow and abstracts its core building blocks from the development experience.

It uses the input and output definitions to perform a multi-task learning routine to predict all outputs simultaneously and evaluate the results.
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One of the main benefits of Ludwig is that:
+it integrates with many cutting-edge tools such as @Cometml
+it includes prebuilt versions of modern deep learning models such as @GoogleAI BERT

Ludwig is free, open-source and is available at github.com/uber/ludwig
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TheSequence Edge covers:
+ML concept you should learn
+Review of an impactful research paper
+New ML framework or platform and how you can use it
thesequence.substack.com/p/thesequence-…
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