Course Outline

Introduction to Advanced Prompt Engineering

  • Understanding the role of prompts in DeepSeek LLM
  • How prompt structure affects AI-generated responses
  • Comparing DeepSeek-R1, DeepSeek-V3, and other LLMs in prompt behavior

Designing Effective Prompts

  • Crafting precise and structured prompts
  • Techniques for controlling tone, length, and format
  • Handling ambiguous and open-ended questions

Optimizing AI Responses

  • Fine-tuning prompts for specific tasks
  • Adjusting temperature and max tokens for response control
  • Using system messages and role-based prompting

Context Management and Prompt Chaining

  • Maintaining context across multiple AI interactions
  • Chaining prompts to guide complex tasks
  • Using memory and reference techniques in long conversations

Reducing Bias and Improving AI Reliability

  • Detecting and mitigating biases in AI-generated outputs
  • Ensuring factual accuracy in AI responses
  • Ethical considerations in prompt engineering

Testing and Evaluating Prompt Performance

  • Measuring AI response quality and consistency
  • Automating prompt testing and evaluation
  • Case studies of effective prompt engineering strategies

Deploying AI-Powered Applications with Optimized Prompts

  • Integrating refined prompts into enterprise workflows
  • Optimizing AI-driven chatbots and automation tools
  • Scaling prompt strategies for different use cases

Emerging Trends in Prompt Engineering

  • Advancements in LLMs and prompt optimization techniques
  • Hybrid AI-human collaboration through prompt engineering
  • Future innovations in AI-generated content control

Summary and Next Steps

Requirements

  • Experience with large language models (LLMs) and AI APIs
  • Proficiency in a programming language (eg, Python, JavaScript)
  • Basic understanding of NLP and text generation techniques

Audience

  • AI engineers working with LLM-based applications
  • Developers optimizing AI-powered workflows
  • Data analysts refining AI-generated outputs
 14 Hours

Related Categories