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CodeSignal

Understanding LLMs and Basic Prompting Techniques

via CodeSignal

Overview

This foundational course introduces learners to the world of Large Language Models (LLMs) and the fundamentals of prompt design. Aimed at demystifying how LLMs, such as GPT-3.5, GPT-4, LLaMA, Claude 2, generate text and interact with users, this course offers a solid starting point for anyone looking to harness the power of advanced AI in crafting prompts that produce precise outputs.

Syllabus

  • Unit 1: LLMs are next word prediction machines
    • Never Say Never
    • Just One Word
    • Predicting more than words
  • Unit 2: Mastering Consistent Formatting and Organization for Effective Prompting
    • Cosmo Haiku
    • Corgi Jokes and Structured Prompts
    • One More Section
  • Unit 3: Crafting Effective Examples for LLM Prompting
    • Reformatting into MPF
    • Table Example
    • Harmonizing Team Dreams
  • Unit 4: Context Limits and Their Impact on Prompt Engineering
    • Context Limits Table
    • Sample Prompt Compression
    • Effective Prompting from Scratch
  • Unit 5: Mastering the Art of Style in AI Prompting
    • Unity in the Future: A Story
    • AI Conversations Over Coffee
    • Recent ML Advancements

Reviews

5.0 rating, based on 5 Class Central reviews

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  • Crissy
    11
    Everything was simple and easy to follow/understand. The lessons were very interesting. I feel like I have a much better understanding of how to interact with LLMs. And finally, I really liked Cosmo.
  • Anonymous
    Knowing how to write prompts is an essential skill these days. Lots of good tips in this course that's made me confident using ChatGPT and is saving me a lot of time. Really recommend it if you want to get ahead in this AI era
  • Profile image for Harish M
    Harish M
    good and more basic examples for models and finetunings the required taskes and add simple task excersices
  • Anonymous
    I'm new to ChatGPT but this gave me lots of useful tips on how to use it for my work. I learned way quicker because the content is straight-forward and clear and always comes with some exercises to practice
  • Anonymous
    The only course I've found out there that lets you learn how to be a prompt engineer through hands-on practice! Love it!

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