Category: project
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Human-Centred Agentic Science: New Paradigm for Scientific Discovery
Key technologies: Front end: React or Flutter and JavaScript-based visualisation such as d3.js and Observable. Back end: vector database (chroma). Machine learning: prompt engineering, agent orchestration framework (such as LangChain/LangGraph), and MCP. Background AI has been behind some of the recent scientific breakthroughs. One of the most prominent examples is the Nobel Prize work of…
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Machine Learning for Automated Trading
Key technologies: Front end: React or Flutter. Back end: (online) relational database, especially for time-series data. Machine learning: deep learning, anomaly detection, model tuning and performance tracking (such as MLFlow), LLM, and agent orchestration framework (such as LangChain/LangGraph). The source code is here (for front end). Background The main idea is to use machine learning…
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Vitality 2: Chat with Your Papers
Key technologies: Front end: React or Flutter. Back end: vector database (chroma). Machine learning: LLM, RAG (such as RAGFlow), agent orchestration framework (such as LangChain/LangGraph), and MCP. You can see all the source code here. Background There are many types of qualitative analyses for academic publications. These are analyses that do not involve numerical computation…