Posts in tag

Data


In this tutorial, you’ll learn about imbalanced data and how to handle them in machine learning classification in Python. Imbalanced data occurs when the classes of the dataset are distributed unequally. It is common for machine learning classification prediction problems. An extreme example could be when 99.9% of your data set is class A (majority class). At the same …

In this talk, Aparna Dhinakaran, Co-Founder and CPO of Arize AI, covered the challenges organizations face in checking for model fairness, such as the lack of access to protected class information to check for bias and diffuse organizational responsibility of ensuring model fairness. Aparna also dived into the approaches organizations can take to start addressing ML fairness …

Today, the AI industry is on the rise – the global AI market is valued at over $40 billion and continues to grow at a rapid pace. The industry relies on three vital components for its development: (1) the hardware that provides computational power and virtual living space for Machine Learning (ML) algorithms; (2) the …

• Current ‘artificial intelligence’ operates on a limited ‘monkey see monkey do’ basis. • There is little sign such systems can make the leap to higher forms of cognition. • We should concentrate our efforts into better integrating machine learning with human operators. One of the popular memes in literature, movies and tech journalism is …

We increasingly use technology for a broad variety of purposes, and the more that happens, the more data we collect and store. These days, AI is transforming the way we utilize that information. Machines can read and learn from different types of data and then perform real-world tasks. That’s true in almost every sector, but AI is …

Concrete is one of the most widely used materials in the construction industry. It is present in nearly every modern structure from roads, to bridges, to buildings. Concrete comes in different types. Each type has its own specific application. These different types come from the differing compositions and ratios of elements. Each type is designed to …

An astonishing 82% decrease in the cost of solar photovoltaic (PV) energy since 2010 has given the world a fighting chance to build a zero-emissions energy system which might be less costly than the fossil-fuelled system it replaces. The International Energy Agency projects that PV solar generating capacity must grow ten-fold by 2040 if we …

State government’s first priority is simple: to help people and to do so by creating an environment in which its constituents can flourish. For over 200 years, state and local governments have been serving people and have greatly increased their services. As these services have increased, so has the demand of constituent needs. Artificial intelligence (AI) …

Synthetic datasets are increasingly being used to train AI models. These promise greater privacy and less bias, but are not without their drawbacks. Synthetic datasets are becoming increasingly popular for training artificial intelligence models. Proponents of this computer-generated data say it protects personal information and reduces the chances of bias emerging in AI systems. But …

The pace of technological innovation has increased dramatically over the last century. Furthermore, over the last decade, advances in the information technology world have grown exponentially, especially in the world of Artificial Intelligence (AI) and machine learning (ML). These changes have a growing impact on our lives, affecting everything from entertainment to personal finances, to eLearning. Let’s look back …