Late last year, the Allen Institute for AI, the research institute founded by the late Microsoft cofounder Paul Allen, quietly open-sourced a large AI language model called Macaw. Unlike other language models that’ve captured the public’s attention recently (see OpenAI’s GPT-3), Macaw is…

Let me start by saying a few things that seem obvious,” Geoffrey Hinton, “Godfather” of deep learning, and one of the most celebrated scientists of our time, told a leading AI conference in Toronto in 2016. “If you work as a radiologist…

It took me a long process of reflection and self-adjustment to transcend all that. In this article, I detail the course of my first five years of experience, which started with grotesque innocence and led me to a satisfying form of maturity…

Before going further, you’ll need to understand the concept of game theory. Game theory is basically a branch of applied mathematics. In-game theories (How Game Theory Strategy Improves Decision Making), there are different available tools with the help of which different situations…

Data science is a field that requires subject matter expertise (e.g., biology if you plan to do bioinformatics), programming skills, and training in mathematics and statistics. Data science as a service allows companies to get business insights leveraging advanced analytics technologies, including deep learning,…

In a previous post, I wrote about why checking model fairness is such a critical task. I am starting here a series of post where I will share with you some ways you can achieve different levels of interpretability from your model…

Even before the first version of TensorFlow was released, the XLA project was integrated as a “domain-specific compiler” for its machine learning graphs. Since then there have been a lot of other compilers aimed at ML problems, like TVM, MLIR, EON, and GLOW. They have all been very…

Five years ago, my team and I launched the first machine learning product at Shopify. We were determined to build an algorithm-powered product that solved a merchant problem and made a real impact on the business. Figuring out where to start was…

The nature of human consciousness has so far evaded all, from philosophers to neuroscientists. It should therefore be of no surprise that the artificial intelligence (AI) that we can currently build is limited to more basic pattern recognition within sets of data….