by instadatahelp | Aug 27, 2023 | AI Blogs
Beating the Curse of Dimensionality: A Method for High-dimensional Parameter Learning Authors: Ning Ning, Edward L. Ionides; Published in Journal of Machine Learning Research, Volume 24, Issue 82, Pages 1-76, 2023. Abstract Learning parameters in high-dimensional,...
by instadatahelp | Aug 27, 2023 | AI Blogs
Accurate estimation of parameters in complex nonlinear systems is of utmost importance in various scientific and engineering domains. In this study, we propose a novel approach for parameter estimation that utilizes a neural network with the Huber loss function. By...
by instadatahelp | Aug 27, 2023 | AI Blogs
Natural Language Processing (NLP) is a field in Machine Learning (ML) focused on teaching computers to understand and interpret text and spoken language like humans do. Recent advancements in architectures, such as the transformer architecture, have enabled NLP models...
by instadatahelp | Aug 27, 2023 | AI Blogs
An Analysis of Robustness of Non-Lipschitz Networks Maria-Florina Balcan, Avrim Blum, Dravyansh Sharma, Hongyang Zhang; 24(98):1−43, 2023. Abstract Despite significant progress, deep networks still remain highly vulnerable to adversarial attacks. One of the main...
by ritvikmath | Aug 27, 2023 | Educational Videos
The Videos are copyrighted to YouTube and the author. The videos are reproduced here for the easy access by the viewers. Why would we want to reduce the number of features ? And how do we do it ? PCA Video : https://www.youtube.com/watch?v=dhK8nbtii6I LASSO Video :...
by instadatahelp | Aug 27, 2023 | AI Blogs
The arXivLabs framework enables collaborators to create and share new features for our website, arXiv. Both individuals and organizations that collaborate with arXivLabs embrace our values of openness, community, excellence, and user data privacy. We are committed to...
by instadatahelp | Aug 27, 2023 | AI Blogs
Amazon Translate is a neural machine translation service that offers fast, high-quality, affordable, and customizable language translation. It is important for machine translation to be accurate, fluent, and contextual when translating from one language to another....
by instadatahelp | Aug 27, 2023 | AI Blogs
Convergence Rates of Multivariate Density Estimation Methods Based on Adaptive Partitioning Authors: Linxi Liu, Dangna Li, Wing Hung Wong; 24(50):1−64, 2023. Abstract Density estimation is a fundamental component of various statistical methods, including...
by instadatahelp | Aug 27, 2023 | AI Blogs
Research across various scientific disciplines, including medicine, sociology, political science, and economics, heavily relies on a person’s gender as a crucial piece of information. However, with the increasing availability of big data, gender information is...
by instadatahelp | Aug 27, 2023 | AI Blogs
This blog post is a collaboration between the author and Tuana Çelik from deepset, focusing on the importance of enterprise search in document digitization and knowledge management. The post introduces the concept of large language models (LLMs) and how they can be...
