How confident are you in your understanding of data privacy? Even if youβre not a privacy professional, itβs crucial to grasp the key concepts in order to keep up with this ever data-driven era. Here are the five quizzes designed to evaluate your aptitude in data protection. Each quiz challenges your understanding and provide you […]
Renewable energy Introduction The use of renewable energy sources such as hydrogen energy and solar energy is accelerating. In this context, data analysis is becoming increasingly important in determining how to effectively utilize renewable energy sources. However, there are limitations to obtaining such data in high quality and quantity. Therefore, synthetic data is emerging as […]
Machine unlearning is a process of removing the influence of specific datasets from an ML system. Introducing a framework that strategically limits the impact of data points during the learning process has advanced machine learning research by accelerating the unlearning process. This means that specific data can be removed from the model while minimizing the […]
Introduction Today, LLMs (Large Language Models) are frequently used to enhance company operations. LLMs can be invaluable tool for company staff, enabling them to quickly find and use necessary operational data. Also, refined response by LLMs can be used to provide accurate information to customers in contact with the company. Such capabilities of LLMs can […]
The Importance of Multimodal Data Multimodal data encompasses various types of information (e.g., text, images, audio) and is crucial in enhancing the recognition capabilities of deep learning models by integrating these diverse data sources. For example, in autonomous driving systems that interpret human speech and understand the surrounding environment, a combination of audio, video, and […]
Anonymity often masquerades as a shield against privacy leakage because being anonymous implies that you’re not revealing your identity. But with the sophisticated algorithms of AI, even under a thick mask, your identity is exposed. More Data, Weaker Anonymity Even seemingly harmless pieces of information can be stitched together to form a comprehensive profile of […]
Introduction The importance of data in the current business environment is increasingly growing. This is because data-driven decision-making has become central to competitiveness across various industries. However, securing sufficient and high-quality data can be costly and time-consuming. To address this issue, synthetic data can be utilized. In this post, we have organized how synthetic data […]
Model Editing emerges as a promising approach to meet this demand, allowing for efficient modification of the model's behavior.
1. Introduction Chat models like ChatGPT provide accurate and detailed automate responses which is suitable for user needs in a conversational manner. It can offer quick, scalable, and cost-effective solutions for business members and customers. Amazingly, we can train our own chatbot with our data and can tailor it to our needs. In this paper […]
Introduction to RAG Technology In recent years, the field of artificial intelligence has seen significant attention towards RAG (Retrieval Augmented Generation) technology. This method combines text generation with information retrieval to provide more accurate and useful responses. By integrating a search engine into traditional language models, RAG goes beyond simple predictions to deliver answers based […]