Tagged 'llm'
All posts tagged with 'llm' on William Zujkowski's blog
Posts tagged "llm"
12 posts tagged with llm
Building a Privacy-First AI Lab: Deploying Local LLMs Without Sacrificing Ethics
Build privacy-first AI lab with local LLMs—run models up to 34B on RTX 3090 (24GB VRAM) with network isolation, traffic monitoring, and real privacy controls.
From 150K to 2K Tokens: How Progressive Context Loading Revolutionizes LLM Development Workflows
Optimize LLM workflows with progressive context loading—achieve 98% token reduction using modular architecture for efficient production deployments.
Local LLM Deployment: Privacy-First Approach
Deploy local LLMs for privacy-first AI—run language models on homelab hardware with model selection, optimization, and deployment strategies.
Securing Your Personal AI/ML Experiments: A Practical Guide
Secure personal AI experiments with model isolation and network segmentation—protect LLM deployments using privacy controls and threat modeling.
LLM-Powered Security Alert Triage with Local Models
Automate security alert analysis using local LLMs (Ollama) for privacy-preserving incident response. Reduce alert fatigue with AI-powered triage without cloud dependencies.
Running LLaMA 3.1 on a Raspberry Pi: Memory-Efficient Edge AI with PIPELOAD
Run LLaMA 3.1 on Raspberry Pi with PIPELOAD pipeline inference—achieve 90% memory reduction and deploy 7B models on 8GB edge devices at 2.5 tokens/sec.
Teaching AI Agents to Ask for Help: A Breakthrough in Human-Robot Interaction
Train embodied AI agents with vision, language, and physical interaction—build robots that learn from real environments using reinforcement learning.
Mastering Prompt Engineering: Unlocking the Full Potential of LLMs
Master prompt engineering with few-shot learning and chain-of-thought techniques—improve LLM response quality by 40% through systematic optimization.
The Ethics of Large Language Models
Address LLM ethics including bias, privacy, and accountability—implement responsible AI frameworks for large language model deployment in production.
Retrieval Augmented Generation (RAG): Enhancing LLMs with External Knowledge
Build RAG systems with vector databases and semantic search—eliminate LLM hallucinations and ground responses in verified knowledge for trustworthy AI.
The Transformer Architecture: A Deep Dive
Master transformer architecture with self-attention and positional encoding—understand the foundation of GPT-4, BERT, and modern language models.
Open-Source vs. Proprietary LLMs: A Battle of Accessibility, Customization, and Community
Compare open-source vs proprietary LLMs with Llama 3 and GPT-4 benchmarks—understand performance, cost, and customization trade-offs for production.