In the domain of Active Learning (AL), a learner actively selects which unlabeled examples to seek labels from an oracle, while operating within predefined budget constraints. Importantly, it has been recently shown that distinct query strategies are better suited for different conditions and budgetary constraints. In practice, the determination of the most appropriate AL strategy for a given situation remains an open problem. To tackle this challenge, we propose a practical derivative-based method that dynamically identifies the best strategy for a given budget. Intuitive motivation for our approach is provided by the theoretical analysis of a simplified scenario. We then introduce a method to dynamically select an AL strategy, which takes into account the unique characteristics of the problem and the available budget.

In the domain of Active Learning (AL), a learner actively selects which unlabeled examples to seek labels from an oracle, while operating within predefined budget constraints. Importantly, it has been recently shown that distinct query strategies are better suited for different conditions and budgetary constraints. In practice, the determination of the most appropriate AL strategy for a given situation remains an open problem. To tackle this challenge, we propose a practical derivative-based method that dynamically identifies the best strategy for a given budget. Intuitive motivation for our approach is provided by the theoretical analysis of a simplified scenario.

MYSURU: Sanskrit should be used as the language of administration and communication as English is not a scientific language, said BJP leader Subramanian Swamy in Mysuru on Monday.Delivering Sardar Panikkar Memorial Lecture as part of the 60th Foundation Day celebration of the Regional Institute of Education (RIE), Subramanian Swamy said Sanskrit will be the foundation for the rise of a new India in the coming years." Along with their mother tongues, Sanskrit should also be taught to the children," he stated.He alleged that British rulers sidelined Sanskrit language to expand their kingdom. In Tamil Nadu, the ruling DMK tried to suppress the language and its growth," he stated.Sanskrit is best suited for Artificial Intelligence too, Subramanian Swamy claimed.Subramanian Swamy stated that knowledge should not be judged on the basis of caste. "Dr BR Ambedkar was Dalit by birth. We must prioritise education and support poor students with scholarships to enable them to pursue higher education.

Python and Scala are two of the most popular languages used in data science and analytics. These languages provide great support in order to create efficient projects on emerging technologies. In this article, we list down the differences between these two popular languages. Python continues to be the most popular language in the industry. Python, the open-source programming language has been widely used as a scripting and automation language.