CodeXGLUE: A benchmark dataset and open challenge for code intelligence

According to Evans Data Corporation, there are 23.9 million professional developers in 2019, and the population is expected to reach 28.7 million in 2024. With the growing population of developers, code intelligence, which aims to leverage AI to help software developers improve the productivity of the development process, is growing increasingly important in both communities of software engineering and artificial intelligence. When developers want to find code written by others with the same intent, code search systems can help automatically […]

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What is Machine Learning?

Last Updated on August 16, 2020 You’re interested in Machine Learning and maybe you dabble in it a little. If you talk about Machine Learning with a friend or colleague one day, you run the risk of someone actually asking you: “So, what is machine learning?“ The goal of this post is to give you a few definitions to think about and a handy one-liner definition that is easy to remember. We will start out by getting a feeling for […]

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Practical Machine Learning Problems

Last Updated on January 20, 2018 What is Machine Learning? We can read authoritative definitions of machine learning, but really, machine learning is defined by the problem being solved. Therefore the best way to understand machine learning is to look at some example problems. In this post we will first look at some well known and understood examples of machine learning problems in the real world. We will then look at a taxonomy (naming system) for standard machine learning problems […]

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Best Machine Learning Resources for Getting Started

Last Updated on August 16, 2020 This was a really hard post to write because I want it to be really valuable. I sat down with a blank page and asked the really hard question of what are the very best libraries, courses, papers and books I would recommend to an absolute beginner in the field of Machine Learning. I really agonized over what to include and what to exclude. I had to work hard to put myself in the […]

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Programmers Can Get Into Machine Learning

Last Updated on August 16, 2020 In this post I want to show you that programmers can get into machine learning. I will show you that learning machine learning can be just like learning any other piece of high technology. We’ll compare learning machine learning to learning to program in the first place, which may have been an even larger challenge. Image license some rights reserved by iwannt A Designer Wants to Code Pretend you are a designer, say a […]

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Why Get Into Machine Learning?

Last Updated on September 27, 2016 Discover Your Personal Why And Finally Get Unstuck In this post, we will explore why you are interested in machine learning. We will look at some questions that can help you get to the root of what draws you to the field. We will finish with a map showing the 4 main “whys” so that you identify where you fit and what resources to target. Question Your Why Why are you interested in machine […]

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Self-Study Guide to Machine Learning

Last Updated on August 16, 2020 There are lots of things you can do to learn about machine learning. There are resources like books and courses you can follow, competitions you can enter and tools you can use. In this post I want to put some structure around these activities and suggest a loose ordering of what to tackle when in your journey from programmer to machine learning master. Four Levels of Machine Learning Consider four levels of competence in […]

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Machine Learning Matters

Last Updated on June 7, 2016 It is important to know why machine learning matters so that you know the intrinsic value of the field and of methods and open questions in the field. Like knowing your why, knowing the value of the field can be used as a powerful filter of information and help you focus on those methods that actually deliver on the promise that the field makes. In this post you will learn that machine learning matters […]

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Machine Learning is Fascinating

Last Updated on June 7, 2016 Curiosity is a powerful motivator that you can put to work for you. A need to know more or to understand is a deep-seated human trait that we all have to varying degrees. In this post I want to share with you three aspects of machine learning that drive my curiosity to know more. Like me, you can use those aspects that fascinate you about machine learning as touchstones that you can revisit in order […]

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Machine Learning is Popular Right Now

Last Updated on June 7, 2016 It is important to know what is special right now to make machine learning an attractive field to study. Knowing why it is popular now can act like a guide together with knowledge of the promise that the field makes. It can highlight open questions and methods which are growth areas and why that may be the case. Machine learning is popular now. An example of this popularity has been the response to Stanford’s […]

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