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Peking University's "DeepSeek and AIGC Applications" (PDF file) - AI Tutorial Materials

The lecture, "DeepSeek and AIGC Applications," written by the AI Xiao Rui team, introduces the basic concepts of DeepSeek, large model techniques, and the application of AIGC tools to audiences without a professional background. It details the techniques of the DeepSeek-R1 model...

北京大学《DeepSeek与AIGC应用》(PDF文件) - AI教程资料

DeepSeek andAIThe lecture content on "GC Applications" was prepared by...AIWritten by Xiao Rui's team, this book introduces the basic concepts of DeepSeek to audiences without a professional background.Large ModelTechnology andAIApplication of GC tools. A detailed explanation of the technical characteristics, development history, and application scenarios of the DeepSeek-R1 model, emphasizing its low cost.open sourceThe strategy and its advantages in complex reasoning tasks are introduced.AIThe definition, application scope, and practical impact of GC in various industries were discussed.AIThe challenges brought by GC, such as data privacy and ethical issues, are analyzed in depth.AIThe technical principles behind GC, including the core mechanisms of text and image generation. Focusing on how to scientifically select and...High efficiencyapplicationAIGC tools providepracticalTool selection guide.

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GetDeepSeek andAIGC Applications (PDF original file)Scan the QR code to follow and reply: 20250225

  • Detailed Explanation of DeepSeek-R1
  • AIThe concept and application of GC
  • AIUnveiling the capabilities of GC
  • chooseAIGC tools

Detailed Explanation of DeepSeek-R1

  • artificialintelligentDevelopment history
    reviewartificialintelligentThe development process from early times to the modern era emphasizesLarge ModelThe rise and importance of technology.
  • Large ModelRelated terms
    introduceMultimodalGeneral models, industry models, etc.Large ModelKey terms and their classification.
  • Performance Comparison of DeepSeek-R1
    Comparing DeepSeek-R1 with other models (such as...)GPTThe performance of (-4o) highlights its reasoning ability and cost-effectiveness advantages.
  • DeepSeek's Company Background and Market Positioning
    This section introduces DeepSeek's background, investors, market positioning, and its influence on the industry.
  • DeepSeek-R1's technical principles and application scenarios
    This paper analyzes the technical principles of DeepSeek-R1, such as thought chaining, distillation, and reinforcement learning, and lists its application scenarios.
  • Advantages and limitations of DeepSeek-R1
    This paper summarizes the advantages of DeepSeek-R1 in terms of science and reasoning abilities, as well as its limitations in terms of general abilities and language mixing.
  • Application Scenarios and Access Cases of DeepSeek-R1
    List the application scenarios of DeepSeek-R1 in inference-intensive tasks, education, knowledge application and other fields, as well as third-party applications that integrate this model.

AIThe concept and application of GC

  • AIDefinition and terminology of GC
    explainAIGC,AIAGI, generative formulaAIThe meaning of terms and their applicationartificialintelligentPositioning within the field.
  • AIApplication scope of GC
    introduceAIGC has diverse applications in text, image, audio, and video generation.
  • AIApplications of GC in various industries
    Detailed discussionAIThe specific practices and impacts of GC in industries such as e-commerce, news media, film and television, gaming, education, and finance.
  • AIChallenges brought by GC
    analyzeAIGC presents challenges in areas such as data privacy, ethics, production quality control, and employment structure.

AIUnveiling the capabilities of GC

  • The Secrets of Text Generation
    byGPTTaking a large language model as an example, this paper analyzes the Transformer architecture, pre-training, and fine-tuning process. SummaryGPTIts advantages and limitations in areas such as language generation, knowledge comprehension, and reasoning ability.
  • The Secrets of Image Generation
    This paper introduces the core components of Stable Diffusion and the generation mechanisms of text-generated graphs and graph-generated graphs. It analyzes the advantages and limitations of text-generated graph and graph-generated graph technologies in areas such as precise control and understanding complex scenes.

chooseAIGC tools

  • AIGC Tool Types and Representative Tools
    Introduction to the currentAIThe tool types in the GC field include chatbots, image generation tools, audio/video tools, etc., listing representative tools from both domestic and international sources. Taking DeepSeek-R1, Kimi, Doubao, and Tencent Yuanbao as examples, their characteristics, advantages, and applicable scenarios are analyzed.
  • chooseAIBasis of GC tools
    Propose a choiceAIRecommendations for GC tools include clarifying requirements, evaluating tool performance, and considering usage costs.
  • promoteAIRecommendations on GC usage capabilities
    Users are advised to clearly define their needs, create a tool list, test and filter tools, and keep it updated regularly to improve performance.AICapabilities to use GC tools.

GetDeepSeek andAIGC Applications (PDF original file)Scan the QR code to follow and reply: 20250225

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