Tagged 'machine-learning'
All posts tagged with 'machine-learning' on William Zujkowski's blog
Posts tagged "machine-learning"
7 posts tagged with machine-learning
Building a Privacy-First AI Lab: Deploying Local LLMs Without Sacrificing Ethics
My RTX 3090 runs Llama 3.1 70B locally, but 'local' doesn't automatically mean 'private.' After discovering unexpected network traffic from Ollama, I rebuilt my AI lab with real privacy controls.
From Claude in Your Terminal to Robots in Your Workshop: The Embodied AI Revolution
Vision-Language-Action models transform AI from code into physical robots, with practical implications for security, safety, and homelab automation
Supercharging Development with Claude-Flow: AI Swarm Intelligence for Modern Engineering
Claude-Flow orchestrates AI agent swarms for development—84.8% SWE-Bench solve rate with neural learning. Here's my experience building with it
Fine-Tuning LLMs in the Homelab: A Practical Guide
Complete guide to fine-tuning open-source LLMs on homelab hardware using QLoRA, covering dataset prep, training optimization, and evaluation
Securing Your Personal AI/ML Experiments: A Practical Guide
Lessons from running LLMs and AI experiments at home while keeping data secure, covering model isolation, network segmentation, and privacy controls
AI Learning in Resource-Constrained Environments
Training effective AI models with limited compute—techniques like quantization, pruning, distillation, and efficient architectures for resource constraints
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