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Local AI Deployment: From Laptop to Production
Real production code for deploying LLMs locally. Quantization, KV cache, vLLM, multi-GPU, edge devices, OpenAI-compatible servers. Full GitHub repo included.
16 chaptersFirst chapter free to preview
Full syllabus
2
Hardware Foundations
3
Model Anatomy
4
Ollama Deep Dive
5
llama.cpp From the Ground Up
6
Quantization Theory
7
Hands-On Quantization
8
KV Cache and Attention
9
Inference Optimization
10
vLLM in Production
11
Apple Silicon + MLX
12
Multi-GPU Deployment
13
Edge Deployment
14
OpenAI-Compatible Server
15
Local RAG + Agents
16
Capstone: Production Deployment
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