Tagged 'llm'
All posts tagged with 'llm' on William Zujkowski's blog
Posts tagged "llm"
7 posts tagged with llm
Local LLM Deployment: Privacy-First Approach
Learn how to deploy Large Language Models locally for maximum privacy and security. Complete guide covering hardware requirements, model selection, and implementation strategies.
Securing Your Personal AI/ML Experiments: A Practical Guide
Lessons learned from running LLMs and AI experiments at home while keeping data and systems secure
Mastering Prompt Engineering: Unlocking the Full Potential of LLMs
My first attempts at prompt engineering felt like trying to teach a brilliant but scatterbrained colleague - discovering the right words to unlock AI capabilities became both art and science
The Ethics of Large Language Models
Deploying our first customer-facing LLM felt like releasing something powerful into the wild - the biases, mistakes, and unintended consequences that followed taught me why AI ethics isn't optional
Retrieval Augmented Generation (RAG): Enhancing LLMs with External Knowledge
The moment I realized our LLM was confidently making up facts about our company's products was when I understood why RAG isn't optional - it's essential for trustworthy AI systems
The Transformer Architecture: A Deep Dive
Reading 'Attention is All You Need' felt like discovering a secret that would reshape everything I thought I knew about natural language processing - and it did
Open-Source vs. Proprietary LLMs: A Battle of Accessibility, Customization, and Community
After months of experimenting with both approaches in production systems, I've learned that choosing between open-source and proprietary LLMs isn't about ideology - it's about trade-offs