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AI+生信,在CNS顶刊论文的应用
生物世界· 2025-09-25 04:35
Core Viewpoint - The article emphasizes the integration of AI tools, particularly DeepSeek, in enhancing research methodologies in bioinformatics, specifically in the analysis of multi-omics data and the design of research projects [1][3][29]. Course Structure - The course includes practical sessions on AI-assisted design of research topics, focusing on multi-omics data analysis, including metabolomics, proteomics, and genomics [3][30]. - It covers the use of AI for efficient reading and summarizing of CNS literature, as well as the evaluation of innovative ideas and data analysis feasibility in bioinformatics [3][29]. AI Applications in Bioinformatics - AI is utilized for sample grouping, data filtering from public databases, and visualizing bioinformatics analysis results [4][19]. - The course includes modules on machine learning applications in metabolomics, proteomics, and transcriptomics, highlighting various algorithms and their implementations [33][40]. Research Methodologies - The curriculum emphasizes the importance of understanding and applying various statistical and machine learning methods for data analysis, including regression models and clustering techniques [44][40]. - It also includes practical coding sessions to replicate high-level research from CNS articles, enhancing hands-on experience [50][51]. Continuous Support and Learning - The program offers ongoing support and one-on-one guidance even after course completion, ensuring that participants can effectively apply their learning in real-world scenarios [22][24][50]. - The course is designed to be flexible, allowing participants to revisit materials and receive assistance as needed [22][26].
富阳银湖:受降之地 创新潮涌
Hang Zhou Ri Bao· 2025-09-02 02:26
Group 1: Historical Significance - The Zhejiang Surrender Memorial Hall serves as a crucial site for commemorating the collective memory of the Chinese people during the Anti-Japanese War, being one of the two existing surrender-themed memorials in the country [2][4] - The memorial features five exhibition units: "Invasion Atrocities," "Unyielding Resistance," "Celebrating Victory," "Accepting Surrender," and "Judging War Criminals," allowing visitors to experience the transition from dark wartime to post-war light [2][4] Group 2: Educational and Cultural Impact - The memorial has become a popular site for patriotic education, especially in the year marking the 80th anniversary of the victory in the Anti-Japanese War, attracting significant public interest [4] - A recent donation of 21 historical artifacts related to the war by a local youth reflects the community's commitment to preserving history and passing on national spirit [4] Group 3: Economic Development - The town of Shouxiang has evolved economically since the reform and opening-up period, achieving a per capita annual income of 9,600 yuan by 2005 and entering the top 100 towns in Zhejiang Province [5] - The area is developing a comprehensive growth framework supported by major transportation projects, including the Metro Line 6 and various highways, enhancing connectivity and economic prospects [5][6] Group 4: Industry Growth - The Silver Lake Biological Information Industry Park, a key project in Zhejiang's "152" initiative, has attracted numerous cutting-edge institutions, focusing on critical fields such as drug research and medical technology [5] - The G320 Intelligent Connected Vehicle Industry Corridor aims to establish a robust industry presence, targeting a scale of over 30 billion yuan by 2026 [6]