Zhejiang University DeepSeek Series Lecture Courseware, Session 4 (PDF file) - AI Tutorial Materials - AiBoss

The fourth installment of Zhejiang University's DeepSeek series of online open courses, titled "The Fire of DeepSeek Can Spread," was presented by Zhu Chaoyang and Chen Jianhai. The course explored the integration of DeepSeek technology with Chinese cultural genes, analyzing its application in...artificialintelligentAdvantages in development, such as Chinese charactersHigh efficiencyDiscussions included the innovativeness of sex and knowledge distillation techniques.AIEthical and security issues. (DeepSeek's localized deployment and...)AI"The Future of General Education" focuses on DeepSeek's localization deployment andAIThe future of general education is discussed, introducing DeepSeek's performance, application scenarios, and practical applications in education, emphasizing its importance for universities.artificialintelligentThe empowering role of education. This showcases DeepSeek's exploration and practice in technological breakthroughs and educational applications, providing...artificialintelligentThis provides new ideas and directions for localization and popularization of education.

GetDeepSeek's fire can start a prairie fire.

Local deployment of DeepSeek andAIThe Future of General Education

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DeepSeek's fire can start a prairie fire.

"DeepSeek: A Fire That Can Spread" is a lecture given by Professor Zhu Chaoyang of Zhejiang University in the fourth session of the "DeepSeek Series Online Open Class," which mainly discusses...artificialintelligentThe article discusses the development and application of DeepSeek technology (especially its connection to Chinese cultural genes). Professor Zhu analyzes DeepSeek's advantages in technological breakthroughs, corpus processing, and model training, particularly its innovation in Chinese corpus processing, starting from the open, inclusive, and sharing spirit inherent in Chinese culture. The article also discusses...AIThis paper addresses ethical and safety concerns, algorithmic biases, and other issues, proposing solutions to enhance the capabilities of local DeepSeek, such as fine-tuning and Retrieval Augmentation (RAG). Finally, it looks to the future of China.AIThe development path emphasizes the importance of combining Chinese cultural genes with technological innovation.

The secrets to DeepSeek's success can be seen in the genes of Chinese culture.

Seek benevolence and you will receive benevolence; seek Buddha and you will receive Buddha.Based on the story of Tang Sanzang in "Journey to the West", this leads to the discussion of...artificialintelligentReflection on goals and values.
Openness, inclusiveness, and sharing have always been virtues of the Chinese nation.Emphasizing the virtues of openness, inclusiveness, and sharing in Chinese cultureartificialintelligentThe positive significance of development.
The curse of Babel in EnglishBased on the story of the Tower of Babel in the Bible, and drawing an analogy with the English...AICommunication and division issues that may arise during development.
English will becomeAIThe enormous challenges of developmentAnalyzing English inAIChallenges in development include issues related to vocabulary size and storage efficiency.

Inefficient and wasteful storage of English textThis section uses concrete examples to illustrate the inefficiency and space waste in storing English text.
ChineseHigh efficiencyHarmony that can be passed downDiscussion of Chinese inAIAdvantages in training, including itsHigh efficiencySexuality and cultural heritage.
DeepSeek and ChatGPTComparison of training corporaComparison between DeepSeek and ChatGPTThe differences in training corpora highlight DeepSeek's advantages in processing Chinese corpora.

Using Chinese characters for model training will be a key aspect of this event.AIWin in the competitionExploring the use of Chinese characters for model trainingAIPotential advantages in competition.
The paradigm of miracles through sheer forceDiscussion on increasing parameters, data, and computing power.AIPerformance-related methods.
The indomitable spirit of the Chinese nationIt emphasizes the role of the indomitable spirit of the Chinese nation in driving DeepSeek's technological breakthrough.
DeepSeek's Technological BreakthroughThis section introduces DeepSeek's technological innovations and breakthroughs, including computing power optimization, algorithm innovation, and architectural innovation.

Two points of controversy surrounding DeepSeek

Controversy 1: Is knowledge distillation plagiarism or innovation?This paper discusses in detail the controversy surrounding whether knowledge distillation technology constitutes plagiarism, and its innovativeness.
Controversy 2:artificialintelligentIs it a resource black hole or an efficiency revolution?: ExplorationAIImpact on resource consumption and efficiency improvement.

aboutartificialintelligentReflections on the Path of Future Development

AIThe Way and the ArtDrawing on the ideas of the Tao Te Ching, let's discuss...AIThe relationship between "Tao" (the law, the origin) and "Shu" (method, skill).
AIEthical safety and moral dilemmas:discussAIIssues related to ethical safety and moral dilemmas, such asautomaticThe dilemma of driving a trolley.
AIAlgorithmic bias and dominance: ExplorationAIAlgorithmic bias and its impact on society and decision-making.

DeepSeek privatization application methods

Two solutions to enhance local DeepSeek capabilitiesThis paper introduces two methods to enhance the capabilities of local DeepSeek: fine-tuning and Retrieval Enhancement Generation (RAG).
Local Deployment Search Enhancement - RAGThis section provides a detailed introduction to RAG technology and its application in local deployment.

RAG Deployment ProcessThe document provides a step-by-step guide to the RAG deployment process, including downloading and installing, configuring interfaces, managing the model, and the knowledge base.
Security report regarding ollamaProvides reports and hardening recommendations regarding ollama security risks.

Large ModelLoRA, a technique for fine-tuningIntroduction to LoRA technology and its applicationsLarge ModelApplications in fine-tuning.
Large ModelTwo techniques for fine-tuning—BackboneThis section introduces Backbone fine-tuning technology and its application scenarios.
Lightweight code fine-tuning method - based on LLaMA-FactoryThis section provides a detailed introduction to the lightweight code fine-tuning method based on LLaMA-Factory, including installation and deployment, training template creation, and the training process.

DeepSeek Local Fine-tuningSimpleapplicationDemonstrating DeepSeek's local fine-tuning capabilitiesAIintelligentApplications in fields such as teaching assistants.
intelligentIntegration of teaching assistant system with virtual simulation laboratory: ExplorationintelligentThe integrated application of teaching assistant systems and virtual simulation laboratories.
Looking ahead, let's embark on a path that belongs to China.AIThe Road: On the future of ChinaAIThe outlook on development paths emphasizes the importance of combining Chinese cultural genes with technological innovation.

Local deployment of DeepSeekAIThe Future of General Education

Local deployment of DeepSeek andAI"The Future of General Education" is the content of Professor Chen Jianhai's lecture at Zhejiang University in the fourth session of the "DeepSeek Series Online Open Course," which mainly discusses the localization deployment strategies of the DeepSeek model and its role in promoting...artificialintelligent(AIThe potential impact and application prospects of DeepSeek in general education are discussed. DeepSeek, as an advanced...AIThe model explains how, based on localized deployment, it can meet the needs of different regions and industries, improving data processing efficiency and security.AIThe importance of general education and the application of DeepSeek in education. This section discusses how DeepSeek can help educators and students better understand and apply its principles.AITechnology is bringing innovation to future education models.

DeepSeek AI New era background

Internet big data triggersintelligentchangeThis section introduces the evolution from the agricultural era to the internet era, the big data era, and then...artificialintelligentThe development process of the new era emphasizes the impact of the information technology revolution.intelligentTransformation.
Genericsartificialintelligent(AIGC) is prevalent: Showcase by LumaAI Large Model The video generated by DreamMachine illustrates generative programming.artificialintelligentApplications in text-to-text, text-to-image, text-to-video, etc.

Past, Present and Future: The Era of Human-Machine CoexistenceIt describes the evolution from the real world of the past to digital clones of the present, and then to the metaverse of the future, emphasizing the arrival of an era of human-machine coexistence.
artificialintelligent(AIThe era of ubiquityListartificialintelligentApplications in various fields, such as security, customer service,intelligentAssistant, Business Processautomaticchange,intelligentImage understanding, precision marketing, machine translationintelligentSearch sorting,intelligentTravelautomaticdrive,intelligentApplications include logistics, finance, healthcare, and education.

artificialintelligentOrigin and definition:introduceartificialintelligentThe origin (the 1956 Dartmouth Conference) mentions...intelligentIt is a general term for wisdom and talent, and Howard Gardner's multifaceted nature.intelligentTheory, including languageintelligent,musicintelligent,logicintelligent,spaceintelligent,sportsintelligentHuman-machine interactionintelligentCognitionintelligentwait.
From peopleintelligentarriveartificialintelligentQuoting Xunzi's explanation of "wisdom" and "ability" from the "Rectification of Names" chapter, this passage elaborates on human nature.intelligentandartificialintelligentThe relationship emphasizesartificialintelligentIt is a human being simulated using machines as a medium and artificial methods and technologies.intelligent.
DeepSeek is here, but who is it?Introducing Hangzhou DeepSeekAIBasic Technology Research Co., Ltd. and its founder Liang Wenfeng, and DeepSeek as a high-performance, low-cost domestic...open sourceLarge Model.

What is DeepSeek?Description of DeepSeekLarge ModelProduct lines include DeepSeek-Math, DeepSeek-Coder, DeepSeek-VL, V2, V2.5, V3, R1, R1-Zero, etc.
DeepSeek's earth-shattering featsThis section outlines DeepSeek's key development milestones, such as model releases and deployment on national supercomputing platforms.open sourcewait.
Who is DeepSeek? Let's put it simply.This paper uses metaphors to explain the different versions of DeepSeek, such as the distilled version and the full-blooded version, and their training basis.
DeepSeek has broken out of its niche and swept the globe.: Describing DeepSeek's global reachfastGrowth and user registration status.

DeepSeek offers comprehensive integration across multiple scenarios.This section describes the applications of DeepSeek across multiple industries and sectors, as well as its collaborations with world-class cloud computing giants.
What can DeepSeek do (Chat)GPTDeepSeek can also do this.List the application scenarios supported by DeepSeek, such asintelligentIt emphasizes multi-functionality, including dialogue, text generation, and semantic understanding.

Localized Deployment Practices of DeepSeek

What is DeepSeek local deployment?This explains the definition of DeepSeek local deployment, which involves deploying on a user-specified local server or infrastructure.artificialintelligentThe system enables data sovereignty control, cultural adaptation optimization, and compliance assurance.
Advantages of local deploymentThe document details the advantages of localized deployment, including data privacy and security, legal compliance, performance optimization and low latency, high customization, stability and reliability, long-term cost-effectiveness, and technological autonomy.

DeepSeek's official websiteSimpleuseThis provides a link to the DeepSeek official website and explains the steps to register an account for first-time users.
Local run based on Ollama (macOS or Linux)This section describes how to install Ollama and run DeepSeek on macOS or Linux systems, including installing the Ollama package and running different versions of DeepSeek models.
Preliminary preparations for DeepSeek deployment - Machine environmentThis section outlines the requirements for machine configuration, operating system, and software for both personal and organizational use.
Local Deployment of Ollama - Download and InstallationProvides the official download link for Ollama and demonstrates the download and installation steps.

Installation of DeepSeek local serviceThis describes the process of running the DeepSeek local service after installation.
Running DeepSeek models locally and using the -ollama command line (Windows)This section introduces a method for running DeepSeek models via the command line on Windows systems.
DeepSeek Local Version - Based on PageAssist for Ollama (Web Version)This section introduces the features and usage of PageAssist for Ollama, including its official website URL and plugin download address.

DeepSeek and AI The Future of General Education

National strategy calls for "artificialintelligent + ActionThe 2024 Government Work Report explicitly mentioned for the first time that "artificialintelligent "+" action, emphasizingAIThe important role of technology in national strategy, and the continuous advancement of various universitiesartificialintelligentThe situation regarding general education.
Zhejiang University was establishedartificialintelligentEducation and Teaching Research CenterIntroduction to the establishment of Zhejiang UniversityartificialintelligentThe background and objectives of the Center for Educational and Teaching Research, including the construction ofartificialintelligentUndergraduate and graduate public curriculum system, publicationartificialintelligentA series of high-level teaching materials, creatingartificialintelligentA series of talent training programs and the establishment of a high-level interdisciplinary teaching staff, etc.
Zhejiang University establishes interdisciplinary high-levelartificialintelligentFacultyThis describes the formation of interdisciplinary teaching teams at Zhejiang University, and the implementation of a university-wide, multi-departmental collaborative work mechanism to form a "artificialintelligent A new ecosystem of cross-integration with "+".
Zhejiang University ConstructionartificialintelligentTalent Development Curriculum SystemIntroduction to the construction of Zhejiang UniversityartificialintelligentCore professional courses, offeredartificialintelligentMicro-specialties, offeringartificialintelligentInterdisciplinary courses, offering multiple levels of coursesartificialintelligentInformation on basic general education courses, etc.

Reform the general education curriculum for computer science majorsThis section showcases the specific curriculum of Zhejiang University's reformed general education curriculum for computer science majors, including course number, course name, credits, weekly class hours, suggested semester, and course description.
Zhejiang UniversityartificialintelligentBasic General Education Course Textbook SystemThis explains the structure built by Zhejiang University.artificialintelligentThe basic general education course textbook system includes course settings, credits, and course descriptions for students of different majors.
Class opening status of instructorsIntroduction to Zhejiang University's Fall/Winter 2024-2025 and Early Summer 2025 SemestersartificialintelligentInformation on the offering of general education courses, including course name, target major, credit hours, semester, course description, number of students enrolled, parallel classes, and instructors.

Use self-compiled teaching materialsartificialintelligentGeneral Education Foundations (Science, Engineering, Agriculture, Medicine)It mentions the authors, publishers, and publication dates of the textbooks, as well as the accompanying teaching syllabus, curriculum system, case studies, PPT materials, and other digital resources.
artificialintelligentFoundation A – General Education Foundation Courses in Science, Engineering, Agriculture, and MedicineThe course details include its course code, Chinese name, English name, credit hours, prerequisites, target audience, and learning objectives.
Four Unified Curriculum and Grade AssessmentThis section explains the "four unifications" requirements for university-wide general education courses, including unified syllabus, unified requirements, unified textbooks, unified examinations, and a specific plan for grade allocation.

Teaching Syllabus – Learning ObjectivesDescribe the learning objectives of the course, including knowledge memorization, skills, practical skills, innovation, technology, and ideological and political education.
Teaching Syllabus – Educational ObjectivesThe curriculum outlines its educational goals, including cultivating innovative thinking, critical thinking skills, interdisciplinary awareness, collaboration and management abilities, ethics and social responsibility, and an international perspective.
Teaching Syllabus – Course Knowledge System: A detailed breakdown of the course's knowledge points, including a basic introductory section,Machine LearningArticle,Deep learningThe specific knowledge points and time allocation for the "Large Language Model" section.

Teaching Syllabus – Teaching HoursThis section displays the course's teaching schedule, including detailed information such as course number, module, knowledge points, and teaching hours.
Summarize how to teach and how to learnThis section introduces learning methods and teaching logic, emphasizing basic introductions.Machine Learning,Deep learningThe learning path of large language models, and learning methods that combine classroom listening with independent learning outside of class and emphasize practice.
DeepSeek's localized deployment helps Zhejiang University's "Zhejiang University Professors" new ecosystem empower general education.This describes Zhejiang University's focus on "student growth" and its efforts to cultivate "great teachers."intelligentbodyApplication portal, building universitiesintelligentThe new user ecosystem of application services, and the role of DeepSeek's localized deployment within it.
Case Study: Zhejiang University – DaXiansheng Connects to DeepSeekIntroducing the "Great Teachers" of Zhejiang UniversityintelligentbodyThe functions and features of the application portal, includingintelligentQ&AintelligentbodyDevelopment, teaching and practical training, etc.

Zhejiang University professor's technical architectureThis section showcases the positioning, design concepts, application scenarios, platform, and infrastructure of the "Big Mr" technical architecture.
DeepSeek is AI General education empowersExplanation of DeepSeek in the basic introductory section,Machine LearningArticle,Deep learningArticles, large language model articles, etc. AI The specific content of general education empowerment includes textbook content, textbook cases, reducing teachers' workload and professional development, cultivating students' literacy and creativity, and reconstructing the educational ecosystem.
Zhejiang University's general education courses support undergraduate universities in Zhejiang ProvinceartificialintelligentConstruction of "Famous Teachers and Famous Courses" in General EducationThis section introduces a batch of high-quality research-level online course resources led by Zhejiang University, including information such as course name, level, target audience, credit recommendations, and leading university/expert.