Agentic & RAGintermediate๐Ÿ†• new#28 in demand

Prompt Engineering

Prompt engineering is the skill of designing and refining text inputs (prompts) to effectively guide AI language models to produce desired outputs. It involves understanding how models interpret instructions, using techniques like few-shot examples, chain-of-thought prompting, and structured formatting to improve accuracy and reliability.

As companies deploy large language models in production systems, they need specialists who can reliably extract high-quality, consistent outputs for applications like customer support, content generation, and data analysis. Effective prompt engineering reduces model errors, improves efficiency, and is critical for building scalable AI products without constant model retraining.

Companies hiring for this:
AndurilAnthropicDatadogMicrosoft AIScale AI
Prerequisites:
Basic understanding of large language models (LLMs)Familiarity with AI applications

๐ŸŽ“ Courses

๐Ÿง DeepLearning.AIbeginner

ChatGPT Prompt Engineering for Developers

by Andrew Ng, Isa Fulford

This free course provides practical techniques for prompt engineering specifically for developers building applications with LLMs.

๐Ÿค—HuggingFaceintermediate

Prompt Engineering with Llama 2

by Hugging Face Team

This course offers hands-on prompt engineering exercises using open-source models like Llama 2, covering advanced techniques.

โ–ถ๏ธYouTubeintermediate

Advanced Retrieval for AI with Chroma

by Jeffrey Morgan

This tutorial demonstrates prompt engineering techniques within RAG (Retrieval-Augmented Generation) systems, which is directly relevant to agentic RAG.

๐Ÿ“– Books

The Art of Prompt Engineering with ChatGPT: A Hands-On Guide

Nathan Hunter ยท 2023

This practical guide provides concrete examples and patterns for crafting effective prompts across various use cases.

Prompt Engineering for Generative AI: Future-Proof Inputs for Reliable Outputs

James Phoenix, Mike Taylor ยท 2024

This book focuses on systematic approaches to prompt design for production AI systems, covering reliability and evaluation.

๐Ÿ› ๏ธ Tutorials & Guides

Prompt Engineering Guide

This comprehensive guide covers prompt engineering techniques, examples, and research papers in an organized repository.

Learn Prompting

This free online course offers interactive lessons covering beginner to advanced prompt engineering concepts.

OpenAI Cookbook: Techniques to improve reliability

This resource provides practical prompt engineering techniques specifically for improving output reliability with OpenAI models.

Anthropic's Prompt Engineering Guide

This guide from Anthropic offers specific techniques for prompt engineering with Claude models, directly relevant to companies using this technology.

Learning resources last updated: April 13, 2026