Xiamen University's DeepSeek Large Model Empowers Universities, Enterprises, and Governments (PDF File) - AI Tutorial Resources

The Big Data teaching team at Xiamen University released three reports on DeepSeek.Large ModelThe reports, published by DeepSeek, are targeted at universities, businesses, and government departments.Large ModelExploring the Empowerment of Higher Education Teaching and ResearchLarge ModelApplications in teaching and research, including local deployment,AIGC PracticeintelligentbodyThe text discusses the role of construction in improving teaching efficiency and scientific research innovation capabilities. (DeepSeek)Large Model"and its Enterprise Application Practices" focuses onLarge ModelApplication scenarios in enterprises, such as customer service, content creation, data analysis, and enterprise deployment.Large ModelThe solution and technical architecture are demonstrated.Large ModelHow to help businesses reduce costs and increase efficiency. (DeepSeek)Large Model"Empowering Government Digital Transformation" focuses on introducingLarge ModelApplications in areas such as government services, policy making, and urban governance, as well as local deployment by government departments.Large ModelThe necessity and practical cases are presented, and suggestions are made to use...AIConsiderations when using GC tools, emphasizing data security and compliance. Three reports highlight DeepSeek.Large ModelofpowerfulIt discusses the functions and broad application prospects, and points out the technical, cost, and security issues that need to be considered during use.

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DeepSeekLarge ModelEmpowering Government Digital Transformation

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DeepSeekLarge ModelEmpowering University Teaching and Research

DeepSeekLarge Model"Empowering University Teaching and Research" is a report launched by the Big Data Teaching Team of Xiamen University. The report details...artificialintelligentDevelopment historyLarge ModelThe concepts, principles, and classifications of DeepSeek are discussed, with a focus on DeepSeek.Large ModelApplications in universities. DeepSeek, as...powerfulofAIThe tool is deployed locally in universities to support teaching.automaticThe report introduces information on chemical analysis, research support, and academic resource analysis.Large ModelofintelligentbodyHow to support university teaching and research, emphasizingAIIts advantages in universities include improving teaching efficiency, promoting personalized learning, and supporting scientific research and innovation. It also points out...AIThe limitations should be noted, and teachers and researchers should be reminded to use it appropriately.

artificialintelligentandLarge Model:

• Turing Test and its OriginsThe Turing Test isartificialintelligentThe theoretical foundation of this conference was laid by the Dartmouth Conference in 1956.artificialintelligentThe birth of.
• Development stages and trends:artificialintelligentHaving gone through six stages of development, there may be five new stages in the future.Large ModelIt is a core technology at present, based on the Transformer architecture, and is widely used in many fields.
• Large ModelFeaturesCharacterized by large parameters, large data volume, and high computing power, it is divided into language, vision, and...MultimodalTypes such as these drive various industriesintelligentchange.

Deploying DeepSeek locally in universities:

• Limitations and advantagesOnlineLarge ModelWhile DeepSeek has limitations in privacy and customization, local deployment enables offline operation.High efficiencyFlexible to use and customize, and secure in terms of data.
• SolutionBased on model fine-tuning and local knowledge base, it meets the specific needs of scientific research and teaching in universities.

AIGC Applications and Practices:

• AIGC concept:based onLarge ModelIt generates text, images, audio, video, and other content, and is widely used in many fields.
• Practical ApplicationText-based classes are used for writing and creating PowerPoint presentations; image-based classes are used for image generation and restoration; and voice-based classes are used for...intelligentAssistant; Video classes are used for video generation and processing.

AIEmpowering colleges and universities:

• Scientific Research Applications and Risks:AIAssistancefastWhen publishing papers, conducting scientific research, or performing data analysis, one must be wary of the risks of "illusions" and academic misconduct.
• Teaching Applications and Collaboration:AIUsed in personalized learning,intelligentTeaching assistants, teaching quality assessments, etc., require teachers to...AICollaboration drives educational innovation.

DeepSeekLarge ModelIts Enterprise Application Practices

DeepSeekLarge Model"DeepSeek and Its Enterprise Application Practices" is a book launched by the Big Data Teaching Team of Xiamen University, mainly focusing on DeepSeek.Large ModelThe report also discusses its application practices in enterprises.Large ModelConcept, development history, classification and relatedartificialintelligentThe relationship emphasizespowerfulLearning ability, generalization ability, and language generation ability. A detailed discussion of domestic and international...Large ModelProducts, for mainstreamLarge ModelThe report evaluates the phenomenon of "hallucinations." The report focuses on analyzing...Large ModelIn various industry applications, especially DeepSeekLarge ModelIn customer service, personalizationrecommendThe report discusses application scenarios in multiple fields such as education, healthcare, and finance.Large ModelThe implementation plan includes deployment methods, roadmap planning, and technical architecture design, and proposes...Large ModelStrategies and recommendations for application deployment. The report introduces...intelligentbodyThe concept and its application in enterprises, and enterprise-level solutions provided by vendors.Large ModelServices. Demonstrated through specific case studies.Large ModelThe study examines the practical application effects in business operations and provides an outlook on future development trends.

Large ModelCore Concepts and Classifications:

• Definition and characteristics:Large ModelyesartificialintelligentThis is a significant achievement in the field, characterized by a large number of parameters, a large amount of training data, and high computational resource requirements.powerfulIt has characteristics such as learning ability, generalization ability and language generation ability.
• ClassificationFrom different dimensionsLarge ModelClassify them, such as by languageLarge ModelVisualLarge Model,MultimodalLarge Modeland generalLarge Model(L0), IndustryLarge Model(L1) VerticalLarge Model(L2) etc.

Domestic and internationalLarge ModelProducts and their features:

• Foreign products: such as ChatGPT,Gemini,SoraOpenAI o3, etc., havepowerfulIts language generation capabilities and wide range of applications.
• Domestic productsSuch as DeepSeek, Tongyi Qianwen, Doubao, Wenxin Yiyan, Kimi, etc., in January 2025 in ChinaLarge ModelRankings show domesticLarge ModelThe current state of development.

Large ModelIndustry applications:

• Wide range of applications:Large ModelexistNatural Language ProcessingComputer vision, speech recognition,recommendSystems, Healthcare, Financial Risk Control, Industrial Manufacturing, BioinformaticsautomaticIt has wide applications in many fields such as driving and climate research.
• DeepSeekLarge ModelApplication scenariosCovering customer service and support, personalizationrecommendEducation and training, healthcare, finance and investment, content creation and mediaintelligentNumerous fields including home and IoT, law and compliance, gaming and entertainment.

enterpriseLarge ModelImplementation plan:

• Empowering effect:enterpriseAILarge ModelIn reducing costs, improvingHigh efficiencyIt plays an important role in improving efficiency, optimizing business processes, and enhancing product quality.
• Various deployment methodsThis includes local/intranet deployment, cloud deployment, edge deployment, containerized/microservice deployment, hybrid deployment, and federated deployment, specifically for DeepSeek.Large ModelThe deployment scenarios are described in detail.

intelligentbodyEnterprise Applications:

• intelligentbodyconcept:intelligentbody(AI AgentIt has the characteristics of autonomy, interactivity, and adaptability, and can play an important role in handling complex tasks.
• intelligentbodyproduct: such as OpenAIOperator and Deep Research, along with domestic companies like Coze and Alipay, have launched similar products.intelligentbodyDevelopment platform.

Enterprise-level provided by the vendorLarge ModelServe:

• Implementation solutionsDifferent types of suppliers (such as cloud vendors,AIApplication enterprises, emergingLarge ModelApplication development service providers (A2S) offer enterprise-level services.Large ModelEach implementation solution service has its own characteristics and advantages.
• DeepSeekLarge ModelAll-in-one PCFeatures include full-size model support, dynamic resource scheduling, deep adaptation to industry scenarios, full lifecycle management, data security, and localized deployment.

Large ModelTypical application casesFor example, Ruijin Hospital and Huawei released Ruizhi Pathology.Large ModelRuiPath, Dongguan CityartificialintelligentLarge ModelCenter, Yunnan Baiyao's "Large ModelApplication Development Platform, Yunhe Technology Co., Ltd. of Xiamen Hequ Information Technology Co., Ltd.AIIndustry consultants, etc., showcaseLarge ModelIts practical application effects and value in different industries.

AIGC and Enterprise Application Practices:

• AIGC concept:AIGC (artificialintelligent(Generated content) is utilizedartificialintelligentTechnology is the technology that generates content in various forms.
• A wide range of application scenarios:AIGC has wide applications in e-commerce, office, gaming, entertainment, film and television, animation, art, education, design, media, and daily life.AIGCLarge ModelTools include ChatGPTDeepSeek, Xunfei Xinghuo, Tongyi Qianwen, Wenxin Yiyan, Doubao, Kimi, etc.

DeepSeekLarge ModelEmpowering Government Digital Transformation

DeepSeekLarge Model"Empowering Government Digital Transformation" is a project launched by the Big Data Teaching Team of Xiamen University, with the theme of DeepSeek.Large ModelHow to empower government digital transformation. The report details this process.Large ModelThe concept, development history, classification, and widespread application of [the technology/method] in government services and work. This section explores local deployment by government departments.Large ModelThe report analyzes the necessity of DeepSeek, the selection of technical solutions, and the application effectiveness and security of DeepSeek all-in-one machines in government departments.Large ModelVarious forms of application in government services, such asintelligentIn areas such as government affairs consultation, policy interpretation, and urban governance, the problems encountered in the application and corresponding solutions are identified. Discussions are held.intelligentbodyApplication scenarios in government work, andAIGC (artificialintelligentThe application of content generation technology in government work includes the generation of text, images, voice, and video, as well as assisted programming.

Large Modelcore concepts:Large ModelIt is a model with a large number of parameters, a large amount of training data, and high computational resource requirements, but it has the advantages of strong contextual understanding ability, strong language generation ability, and high transferability.

Large ModelClassification and Products:

• Classification:languageLarge ModelVisualLarge Model,MultimodalLarge ModelGeneralLarge Model(L0), IndustryLarge Model(L1) VerticalLarge Model(L2).
• Foreign productsChatGPT(Language generation)Gemini(Multimodal),Sora(Video generation), etc.
• Domestic productsDeepSeekHigh efficiencySecurity), Tongyi Qianwen (widely used), Wenxin Yiyan (language generation), etc.
• Hallucination:Large ModelError messages may be generated; please verify the output.

Large ModelApplication value in the field of government affairs:Large ModelUsed inintelligentImproving service efficiency in areas such as government consultation, policy interpretation, and urban governance. Local deployment of the DeepSeek appliance ensures data security and promotes government services.intelligentchange.

intelligentbodyApplications in government affairs:

• concept:intelligentbodyIt possesses autonomy, interactivity, and adaptability.
• Difference from RAG:intelligentbodyMore autonomous, RAG focuses on enhanced retrieval.
• Application scenariosMaterial review, data entry, text quality control,intelligentQuestions and answers, etc.

AIApplication Practices of GC in the Government Sector:

• Text classDeepSeek is an aid in official document writing.
• ImageGenerate posters, etc.
• Voice:intelligentVoice assistants, customer service, etc.
• VideoText-based videos, image-based videos, etc.

AIApplications in the office:

• AIsearch:Multimodalsearch,intelligentTool integration.
• AIintelligentOffice: Assistant functions for writing, design, data analysis, etc.

Government AffairsLarge ModelSecurity risks and countermeasures:

• risk: Corpus, application, generated content, data security, etc.
• countermeasuresAssess needs, ensure data security, and establish security mechanisms.

Government AffairsLarge ModelRelationship with civil servantsGovernment AffairsLarge ModelThey will not replace civil servants, but rather assist in decision-making; human-machine collaboration is the future trend.

GetDeepSeekLarge ModelEmpowering University Teaching and ResearchDeepSeekLarge ModelIts Enterprise Application Practices

DeepSeekLarge ModelEmpowering Government Digital Transformation

Original PPT fileScan the QR code to follow and reply: 20250217

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