Best machine learning tools and frameworks for data scientists and developers

What are the best machine learning tools and frameworks to get up to scratch with?

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As machine learning becomes more prominent, the number of tools and frameworks available to developers and data scientists have multiplied. 

Google, Microsoft, IBM and AWS all offer machine learning APIs via their respective cloud platforms, making it easier for developers to build services by abstracting some of the complexity of their algorithms. 

Here are some of the top machine learning tools on the market.

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