A look at zero-shot prompting, a technique that enables large language models to perform tasks without explicit training data. Explore its benefits, limitations, best practices, and real-world applications.
Query reformulation involves refining and clarifying user queries to enhance the accuracy and relevance of responses from AI systems like ChatGPT or Claude. This technique can improve user interactions, save time in technical domains, and optimize the performance.
Ask Me Anything (AMA) Prompting is a novel strategy that aggregates responses from multiple prompts to enhance conversational AI. This simple approach significantly boosts model accuracy without additional training.
One of the most impactful prompting techniques you can use is any method of self-critique. In this lesson, we decouple this from the most familiar promoting strategies and zoom in on this technique.
Getting the most out of large language models requires the artful application of optimization techniques like prompt engineering, retrieval augmentation, and fine-tuning. This guide explores proven methods for maximizing LLM performance.
Large language models like GPT-4 are powerful but opaque "black boxes." New techniques for explainable AI and transparent design can help unlock their benefits while auditing risks.
Businesses often overlook the need for customized LLM evaluations aligned to real-world tasks. Generic benchmarks like perplexity offer little practical guidance. This guide provides a targeted framework for developing bespoke LLM scorecards based on 5 essential factors.
A 15-step methodology for crafting optimized AI prompts that tap into the full potential of AI systems. The process aims to maximize relevance, consistency and quality of outputs.
Before deploying large language models into the real world, be sure they've mastered the fundamentals. Evaluating LLMs on core abilities like summarization and question answering establishes a rigorous baseline for production readiness.
Master prompt chaining to accomplish virtually any task by transforming complex goals into seamless workflows. Prompt chaining is the rocket fuel to boost your AI productivity into hyperdrive.
Artificial intelligence is branching into two distinct directions - the analytical precision of traditional AI versus the unbound creativity of generative AI.