Three Key Clinical Research Tools: EDC, IWRS, EPRO Systems Explained

Three Key Clinical Research Tools: EDC, IWRS, EPRO Systems Explained

1. Introduction With the rapid advancement of science and technology, the internet, 5G, big data, and cloud computing are gradually becoming widespread. Various industries in China are undergoing technological innovations, and the pharmaceutical industry is no exception. In response to the increasing number of clinical research studies and to accelerate the market launch of drugs … Read more

Agentic AI: The Next Decade of Enterprise Software Stack

Agentic AI: The Next Decade of Enterprise Software Stack

[Since July 2, 2021, posting consistently, Day 1316, Article 1528] [Improving 1% daily leads to a 37.78x increase in a year] Core Insights Agentic AI is the future direction of the enterprise software stack, but its realization is not an overnight process; rather, it is a gradual evolution spanning a decade. Key Supporting Technologies Cloud … Read more

Understanding the Technological Foundation of AI: Vector Databases

Understanding the Technological Foundation of AI: Vector Databases

Written by丨Mony Researcher at Tencent Interactive Entertainment // Introduction As we know, we are deeply caught in the whirlpool of an artificial intelligence (AI) revolution. No matter which industry AI intervenes in, it brings revolutionary hopes and possibilities, while also triggering brand new challenges. For applications including large language models, generative AI, and semantic search, … Read more

Urban Knowledge Graph Products and Their Applications

Urban Knowledge Graph Products and Their Applications

Urban Knowledge Graph Products and Their Applications Shenzhou Holdings Cheng Weiqi 1. The Development of Smart Cities Requires New Tools With the development of technologies such as the Internet of Things, cloud computing, and big data, the construction of smart cities has gradually improved from perceptual intelligence to cognitive intelligence. With the application of technologies … Read more

Overview of Knowledge Graph Data Management

Overview of Knowledge Graph Data Management

In recent years, with the resurgence of the concept of “Artificial Intelligence”, besides the popular term “Deep Learning”, “Knowledge Graph” has undoubtedly become another “silver bullet” in the minds of researchers, industry professionals, and investors. Simply put, a “Knowledge Graph” is a way to represent “entities”, their “attributes”, and the “relationships” between entities in a … Read more

Understanding Knowledge Graphs: The Core Driver of AI

Understanding Knowledge Graphs: The Core Driver of AI

01 The Core Driver of Artificial Intelligence: Knowledge Graphs The scale and speed of data and information generation today make it difficult for organizations to effectively extract valuable insights frommassive information and diverse sources. We rely on Google, Amazon, Alexa, and other chatbots because they help us find information and take action in ways that … Read more

Overview of LlamaIndex Components

Overview of LlamaIndex Components

Introduction This article provides an overall introduction to the LlamaIndex framework, including its functions, components, and explanations. LlamaIndex is an open-source LLM application development framework built on large models (including Agents and Workflows) to create context-enhanced generative AI applications. Components of LlamaIndex The following diagram illustrates the overall functional structure of LlamaIndex, abstracted from the … Read more

Key Differences Between LlamaIndex and LangChain

Key Differences Between LlamaIndex and LangChain

LLM has become an indispensable productivity tool across various industries, such as text generation, language translation, and knowledge Q&A. Sometimes, the responses from LLMs can be surprising, as they are quicker and more accurate than humans. This demonstrates their significant impact on today’s technological landscape. As we delve deeper into the field of artificial intelligence, … Read more

How to Enhance LLM Capabilities with Private Data?

How to Enhance LLM Capabilities with Private Data?

The explosive popularity of ChatGPT proves the capabilities of large language models (LLMs) in generating knowledge and reasoning. However, ChatGPT is a model pre-trained on public datasets, which may not provide specific answers or results related to user businesses. So, how can we maximize the capabilities of LLMs using private data? LlamaIndex can solve this … Read more

Amazon Bedrock Innovations in RAG Applications

Amazon Bedrock Innovations in RAG Applications

Introduction to Amazon Bedrock Amazon Bedrock is an advanced generative artificial intelligence (AI) platform launched by Amazon Web Services (AWS) aimed at helping businesses easily build, train, and deploy large-scale generative AI models. By integrating various pre-trained language models, Amazon Bedrock provides users with flexible and scalable AI solutions that support natural language processing, text … Read more