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How Tsinghua University's DeepSeek Empowers Workplace Applications (PDF File) - AI Tutorial Materials

Author: AI小集 · Original source: AI工具集

Artificial intelligence (AI) technology is changing the face of the workplace at an unprecedented speed. From automated processes to intelligent decision support, AI tools have become a key factor in improving work efficiency and innovation capability. As a cutting-edge AI tool, DeepSeek, with its powerful functions and flexible application scenarios, is becoming a new favorite among workplace professionals. This article will provide an in-depth introduction to how DeepSeek empowers the workplace, helping readersfrom beginner to expert, master its application techniques in actual work.

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DeepSeek Introduction

Background and Team

  • The DeepSeek team is composed of top scholars and researchers from Tsinghua University, including doctoral students and postdoctoral researchers, who have deep research backgrounds in multiple fields such as human-machine symbiosis, AIGC short videos, and AI diagnosis and treatment. The team is committed to exploring academic and practical models of human-machine collaboration and human-machine symbiosis, with the goal of creating a new model that can harness AI, become familiar with AI, and achieve symbiotic development between humans and AI.

Technical Architecture

  • DeepSeek's technical architecture is based on a powerful foundation large model and can realize multiple functions such as natural language dialogue, reasoning, task execution, and creativity enhancement. Its core components include Chatbot, Reasoner, Agent, Innovator, and Organization. The components work together to support a variety of tasks ranging from simple text generation to complex project management.

Awards and Honors

  • DeepSeek has won numerous honors in multiple international and domestic competitions. In the 2024 "AI4S Cup LLM Challenge," the DeepSeek team won first prize for its large model's scientific literature analysis capability. It won a gold medal in Kaggle's The Learning Agency Lab – PII Data Detection competition and won second place in the Kingsoft Office 2024 Chinese Text Intelligent Proofreading Competition.

DeepSeek's Three Modes and Comparison

Basic Model (V3)

  • It is DeepSeek's general model and is suitable for the vast majority of tasks. It is efficient and convenient, and can quickly generate text, tables, code comments, and more.

Deep Thinking (R1)

  • It is DeepSeek's reasoning model and excels at handling complex reasoning and in-depth analysis tasks, such as mathematical and logical reasoning and programming code. Compared with the V3 model, R1 can better handle complex problems and provide deeper analysis and solutions.

Web Search (RAG)

  • Through retrieval-augmented generation technology, it provides answers in combination with the latest knowledge base. This mode is especially suitable for tasks that require the support of the latest information, such as market research and industry trend analysis.

Comparison Dimensions of the Three Modes

  • Dimension V3 Model R1 Model
    Operational Standardization Strong normative constraints, clear operational path Weak normative constraints, open operational path
    Result Orientation High target certainty, predictable results High target openness, diverse results
    Path Flexibility Linear path, standardized process Networked path, multi-path exploration
    Response Mode Passive adaptation, executes according to rules Proactive innovation, autonomous decision-making
    Risk Characteristics Low risk, stable and controllable High risk, high uncertainty

Through the above comparison, users can choose the appropriate mode according to task requirements.

  • For tasks that require rapid text generation, the V3 model is the best choice;
  • For tasks that require in-depth analysis and reasoning, the R1 model can be chosen.

DeepSeek's Prompt Techniques

Key Points for Prompts with the Base Model (V3)

  • When using the base model (V3), prompts need to be clear and explicit, including role, task, goal, and operational requirements. For example, if a market analysis report on a certain product needs to be generated
  • the prompt can be written like this: "As an experienced market analyst, write a market analysis report on XX product, focusing on analyzing its competitive advantages and market trends, with no fewer than 1500 words, and output it in PDF format." Such a prompt can help the V3 model accurately understand the task and generate high-quality output.

Prompt Characteristics of Deep Thinking (R1)

  • The Deep Thinking (R1) model has relatively relaxed requirements for prompts, and only needs to clarify the goal. For example, if the advantages and disadvantages of an algorithm need to be analyzed and improvement plans proposed
  • the prompt can simply be written as: "Please analyze the advantages and disadvantages of this algorithm and propose improvement plans." The R1 model will autonomously explore solutions and provide diverse results.

RTGO Prompt Structure

  • The RTGO prompt structure includes four elements: Role, Task, Goal, and Objective.
    • Role: Experienced data analyst
    • Task: Write a market analysis report on XX product
    • Goal: Provide strategic support for relevant enterprise managers through this report
    • Objective: No fewer than 1500 words, output in PDF format

CO-STAR Prompt Framework

  • The CO-STAR prompt framework includes six elements: Response, Context, Objective, Style, Tone, and Audience.
    • Response: A detailed research report
    • Context: Market analysis of XX product
    • Objective: Provide strategic support for managers
    • Style: Professional, detailed
    • Tone: Serious
    • Audience: Enterprise managers

By satisfying the prompt structure and framework, you can communicate with DeepSeek more effectively and improve the quality and efficiency of task completion.

DeepSeek's Multi-Scenario Applications in the Workplace

Text Generation and Editing

  • DeepSeek can generate various types of text, including reports, copy, emails, etc. Users can generate a product promotion copy through prompts and can further edit and optimize it as needed.
  • Example: "As a professional marketing copywriter, write a promotional copy about XX product, highlighting its unique selling points and user value."

Data Analysis and Visualization

  • DeepSeek's applications in data analysis include data organization, trend analysis, etc. Users can generate data analysis reports through prompts. DeepSeek can generate visualization charts, such as a Mermaid chart code generator, helping users quickly create flowcharts and architecture diagrams.
  • For example: "As a data analyst, analyze the XX dataset and generate a data analysis report containing trend charts and key metrics."

PPT Creation and Presentation

  • DeepSeek can automatically generate PPT outlines, including themes, content points, flowcharts, etc. Users can generate PPT outlines through prompts and can create PPT content based on the outline to improve presentation effectiveness.
  • For example: "As a professional PPT creator, generate a PPT outline for the XX theme, including the cover, table of contents page, chapter page titles, page titles, and content points."

Poster Design and Creativity

  • DeepSeek's supporting role in poster design includes generating creative prompts and style suggestions. Users can generate poster design prompts through prompts.
  • For example: "Design a poster for the XX product in a cyberpunk style, highlighting a sense of technology and futuristic feel."

Video Creation

  • DeepSeek's applications in video creation include storyboard script generation, video editing suggestions, etc. Users can generate storyboard scripts through prompts.
  • For example: "Generate a video storyboard script for the XX theme, including camera transitions and music cues."

Batch Generation of New Media Copy

  • DeepSeek can generate new media copy in batches to meet the content needs of different platforms. New media copy can be generated through prompts, or multiple copy pieces can be generated.
  • For example: "Generate a promotional copy suitable for the Xiaohongshu platform for the XX product, with a relaxed and humorous style, no more than 300 characters."

Market Research and Insights

  • DeepSeek's applications in market research include collecting data, analyzing trends, generating reports, etc. Market research reports can be generated through prompts.
  • For example: "Analyze the latest market trends in the XX industry and generate a market research report containing key data and analysis."

DeepSeek's Awareness of Human-Computer Collaboration

Agency Awareness and Boundary Awareness

  • Agency awareness: proactively exploring methods to solve problems.
  • Boundary awareness: clearly defining one's own scope of capability and avoiding blind action in areas one is not good at.
  • This characteristic enables DeepSeek to collaborate efficiently with human team members and leverage their respective strengths.

Advantages of Human-Computer Collaboration

  • Human-computer collaboration can significantly improve work efficiency, stimulate creativity, and reduce errors. For example, in a complex project, DeepSeek can be responsible for data collection and preliminary analysis, and human team members can conduct in-depth research and decision-making based on the analysis results. DeepSeek and human team members can complete tasks together, improving work quality and efficiency.

Cultivating Human-Computer Collaboration Capabilities

  • To collaborate better with DeepSeek, users need to understand the way it works, allocate tasks reasonably, and continuously optimize prompts. For example, users can gradually adjust prompts through practice and feedback to improve the quality of DeepSeek's output. Users also need to cultivate trust in AI tools and fully realize their value in work.

As a powerful AI tool, DeepSeek, with its diverse functions and flexible application scenarios, is bringing new possibilities for workplace empowerment. By mastering the usage skills of DeepSeek, users can significantly improve work efficiency, stimulate creativity, and enhance competitiveness. With the continuous upgrading of technology and the expansion of application scenarios, DeepSeek will play a greater role in more fields. We encourage every workplace professional to actively learn and apply DeepSeek, and explore its infinite possibilities in work.

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