Bagging & boosting are two distinct ensemble techniques that utilize multiple models to minimize errors & enhance model optimization. Bagging involves combining models trained on different subsets of data, while boosting sequentially trains the model, focusing on the errors made by the previous model. This article will explore the contrast between bagging & boosting. Bagging … Read more

Generative AI, introduced in the 1960s, has gained recent attention due to user-friendly interfaces & the development of generative adversarial networks (GANs) in 2014. This technology enables the creation of authentic images, videos, & audio, raising both opportunities & concerns. Recent advances in transformers & large language models have further propelled generative AI into the … Read more

We are excited to announce the new automated machine learning (automated ML) features now available with Azure Machine Learning service. Automated ML enables the automation of model selection & hyperparameter tuning, significantly reducing the time required to develop machine learning models from weeks or months to just days. This allows more time to be allocated … Read more

A service gateway enables resources within your VCN to privately access particular Oracle services without exposing the data to the public internet. The resources in the VCN can reside in a private subnet and only use private IP addresses. The traffic from the VCN to the desired Oracle service travels over Oracle’s internal network and … Read more

Genetic algorithms (GA) are a type of evolutionary algorithm (EA) commonly used in computer science & operations research. They draw inspiration from the process of biological evolution to discover the best solutions for intricate problems. GAs make use of biologically-motivated operators like mutation, crossover & selection to iteratively improve candidate solutions over successive generations. Some … Read more

Amidst all the excitement surrounding Artificial Intelligence – such as robots and self-driving cars – it may be easy to overlook the impact it has on our daily lives. In reality, most of us come across Artificial Intelligence in some form almost every day. From checking our smartphones in the morning to watching a recommended … Read more

Artificial intelligence (AI) is transforming the way we tackle complicated issues & make choices. A key part of AI is local search algorithms, which are important for locating the best solutions for many different problems. In this piece, we will explore the idea of local search in AI – how it works, the different algorithms, … Read more

Since ChatGPT launched in November 2022, it’s been the subject of countless articles. Though the technology has received extensive media coverage, from CNET to CNBC, many people still don’t understand the details behind it. What exactly is ChatGPT and this “Generative AI” that’s being discussed? Will it replace Google? Can it provide accurate information? Most … Read more

Siri, Apple’s revolutionary digital assistant, has transformed the way we interact with our devices. Originally developed at SRI International, Siri became an integral part of millions of Apple products, reflecting major advancements in artificial intelligence and voice recognition technology. This in-depth look at Siri’s history, development, and evolution reveals its profound impact on today’s technological … Read more

Typically, there are certain criteria that show if a process is a good fit for automation using SolveXia. This list of criteria is not complete and meeting all the criteria is not required for a process to benefit from automation (for instance, a high cost of errors could be justification enough to automate). What does … Read more