Master the Art of Prompt Engineering

Course Info

Date: July-01-2024

Length: 1 Week

City: Singapore

Fees: 4,590

Type: In Classroom

Available Dates

  • May-06-2024

    Singapore

  • June-03-2024

    Singapore

  • July-01-2024

    Singapore

  • Aug-05-2024

    Singapore

  • Sep-02-2024

    Singapore

  • Oct-07-2024

    Singapore

  • Nov-11-2024

    Singapore

  • Dec-02-2024

    Singapore

Dates in Other Venues

  • Apr-29-2024

    Barcelona

  • May-06-2024

    Paris

  • May-13-2024

    London

  • May-13-2024

    Amsterdam

  • May-20-2024

    Kuala Lumpur

  • May-20-2024

    Istanbul

  • May-27-2024

    Barcelona

  • May-27-2024

    Dubai

  • June-03-2024

    Paris

  • June-10-2024

    Amsterdam

  • June-10-2024

    London

  • June-17-2024

    Kuala Lumpur

  • June-17-2024

    Istanbul

  • June-24-2024

    Dubai

  • June-24-2024

    Barcelona

  • July-01-2024

    Paris

  • July-08-2024

    Amsterdam

  • July-08-2024

    London

  • July-15-2024

    Kuala Lumpur

  • July-15-2024

    Istanbul

  • July-22-2024

    Dubai

  • July-29-2024

    Barcelona

  • Aug-05-2024

    Paris

  • Aug-12-2024

    Amsterdam

  • Aug-12-2024

    London

  • Aug-19-2024

    Istanbul

  • Aug-19-2024

    Kuala Lumpur

  • Aug-26-2024

    Barcelona

  • Aug-26-2024

    Dubai

  • Sep-02-2024

    Paris

  • Sep-09-2024

    London

  • Sep-09-2024

    Amsterdam

  • Sep-16-2024

    Kuala Lumpur

  • Sep-16-2024

    Istanbul

  • Sep-23-2024

    Dubai

  • Sep-30-2024

    Barcelona

  • Oct-07-2024

    Paris

  • Oct-14-2024

    London

  • Oct-14-2024

    Amsterdam

  • Oct-21-2024

    Kuala Lumpur

  • Oct-21-2024

    Istanbul

  • Oct-28-2024

    Dubai

  • Oct-28-2024

    Barcelona

  • Nov-11-2024

    Paris

  • Nov-11-2024

    London

  • Nov-11-2024

    Amsterdam

  • Nov-18-2024

    Kuala Lumpur

  • Nov-18-2024

    Istanbul

  • Nov-25-2024

    Dubai

  • Nov-25-2024

    Barcelona

  • Dec-02-2024

    Paris

  • Dec-09-2024

    Amsterdam

  • Dec-09-2024

    London

  • Dec-16-2024

    Kuala Lumpur

  • Dec-16-2024

    Istanbul

  • Dec-23-2024

    Dubai

  • Dec-30-2024

    Barcelona

Course Details

Course Outline

5 days course

Foundation of Large Language Models (LLMs)

 

  • Understanding LLMs concepts and its applications
  • Identifying LLMS types:


  •      Autoregressive language models
  •      Transformer-based models
  •      Encoder-decoder models
  •      Pre-trained and fine-tuned models
  •      Multi-language models
  •      Hybrid models


  • Understanding LLMS training process:


  •       Pre-training
  •       Fine-tuning


  • Exploring LLM frameworks:


  •         Open AI’s GPT
  •          BERT


  • Navigating LLMs Issues:


  •     Confabulation
  •     Hallucination

Introduction to Prompt Engineering

 

  • Defining prompt engineering and prompts
  • Role of prompts in AI
  • Identifying prompts key elements:

  •      Instructions
  •      Context
  •      Input data
  •      Output indicators


  • Exploring prompt patterns:


  •      Persona Pattern
  •      Audience Persona Pattern
  •      Flipped Interaction Pattern
  •      Question Refinement Pattern
  •      Cognitive Verifier Pattern


  • Types of Prompts
  •      Zero-shot prompting
  •      Few-shot prompting
  •      Multi-shot prompting

Master Prompts Design

 

  • Characteristics of effective prompts
  • Utilizing prompting principles for effective prompts
  • Setting metrics for prompt performance evaluation
  • Prompts parameters adjustment for effective prompts
  • Strategies to control model outputs and reduce repetition

Advanced Prompt Techniques

 

  • Utilizing prompts recipes for reusable AI prompts
  • Implementing Semantic Embeddings & Fine-Tuning techniques
  • Understanding Chain of Thought Prompting
  • Utilizing Generated Knowledge Prompting
  • Applying Self-Consistency Prompting
  • Utilizing Reflexion and Tree of Thought approaches to problem-solving

Prompts Engineering Applications & Future Trends

 

Diving into prompts applications:

 

  • Content generation
  • Code generation
  • Summarization
  • Contextual question and answer
  • Discussing ethical consideration in prompt engineering
  • Learn debugging and troubleshooting in prompts engineers
  • Project: Applying newfound skills to design a prompt
  • Recap and Q&A