Artificial Intelligence

A highly convenient tool for exploratory data analysisPhoto by Stesson Bezuidenhout on UnsplashData visualization techniques are highly useful for exploring a dataset. There is wide variety of visualization types used in data science ecosystem. What best fits a given task depends on the characteristics of the data and variables.In this article, we will cover an interactive … [Read more...] about HiPlot: Interactive Visualization Tool by Facebook

AlexNet Architecture (It is also truncated from the top in the original paper.)For the previous post, please visit:IntroductionAfter the success of LeNet in handwritten digit recognition, computer vision applications using deep learning came to a halt. Instead of feature extraction methods by filter convolutions, researchers preferred more handcrafted image processing tasks … [Read more...] about AlexNet with TensorFlow

1/19/2021According to data from Indeed.com, the number of online job postings dropped 10.6% in December compared with a year earlier. That’s a modest gain from the end of November, when the number of job postings were 11.8% below last year’s trend. The data shows that the hospitality and tourism industries have seen the biggest decline, where posting was down nearly 47%. … [Read more...] about Numbers

Photo by Lukas from PexelsPotentially, the absolute majority of businesses can integrate AI into their operations. Despite the enthusiasm, though, many still fail to receive sufficient ROI from their AI implementations.Most commonly, the problem isn’t in AI itself but the strategy behind its integration. For example, even the most outstanding AI model won’t ever realize its … [Read more...] about Why Do AI Projects Fail Too Often?

LatticeFlow, an AI startup that was spun out of ETH Zurich in 2020, today announced that it has raised a $2.8 million seed funding round led by Swiss deep-tech fund btov and Global Founders Capital, which previously backed the likes of Revolut, Slack and Zalando. The general idea behind LatticeFlow is to build tools that help AI teams build and deploy AI models that are safe, … [Read more...] about ETH spin-off LatticeFlow raises $2.8M to help build trustworthy AI systems – TechCrunch

Author created image in CanvaWhat will be the role of artificial intelligence in the future?Let’s imagine that an AI was created. And it is more intelligent than any human. This system is capable of self-improvement and self-awareness. Exactly at the moment of creation, this AI will become the dominant phenomenon on Earth. Artificial intelligence will displace humans from … [Read more...] about The Key Question of the Future of Humanity

2020 was in some ways okay year. SeriouslyYou might probably say: “what”, or “huh?”, or “not again”, but I’m right (as always): it’s Old New Year, celebrated in Russia with Julian Calender. OK, I’m not in Russia for decades, but still celebrating both: 2x Xmas, 2x New Years. I mean, why not?You probably missed it, but I had celebrated New Year in Kremlin once.So, Happy New … [Read more...] about MerzFiles #07: Happy New Year!

Photo by Timothy Dykes on UnsplashAlmost all developers and computer science enthusiasts wish to master the art of machine learning at some points. But most of them find it very difficult to start with. If you are one of them, you are in the right place. It’s pretty normal for beginners to route themselves into the right trajectory. Don’t worry about anything. I am here to help … [Read more...] about Don’t hesitate to say “Hello, Machine Learning”

A startup based out of San Diego and Taipei is quietly nailing fundings and deals from some of the biggest names in electronics. Kneron, which specializes in energy-efficient processors for edge artificial intelligence, just raised a strategic funding round from Taiwan’s manufacturing giant Foxconn and integrated circuit producer Winbond. The deal came a year after Kneron … [Read more...] about Qualcomm-backed chipmaker Kneron nails Foxconn funding, deal – TechCrunch

Now towards relaxing the realizability assumption.Continuing our papaya example, let’s assume that the true labels we got about the papaya from the indisputable function f are no longer indisputably true but are received according to P(Y | X). As you observe the papayas, you get to know about their tastiness. Now because there is no true tastiness labelling function f, f ∉ H … [Read more...] about Bayes Optimal Classifier