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Tutorial Notebooks

Complete tutorial series for llcuda v2.2.0 on Kaggle dual T4 - 11 comprehensive tutorials from beginner to advanced.

Core Tutorials (1-10)

# Notebook Open in Kaggle Description Time
01 Quick Start Kaggle 5-minute introduction 5 min
02 Server Setup Kaggle Server configuration 15 min
03 Multi-GPU Kaggle Dual T4 tensor-split 20 min
04 GGUF Quantization Kaggle K-quants, I-quants 20 min
05 Unsloth Integration Kaggle Fine-tune → Deploy 30 min
06 Split-GPU + Graphistry Kaggle LLM + Visualization 30 min
07 OpenAI API Kaggle OpenAI SDK 15 min
08 NCCL + PyTorch Kaggle Distributed PyTorch 25 min
09 Large Models (70B) Kaggle 70B on dual T4 30 min
10 Complete Workflow Kaggle End-to-end 45 min

⭐ Advanced Visualization (Tutorial 11) - MOST IMPORTANT

# Notebook Open in Kaggle Description Time
11 GGUF Neural Network Visualization ⭐ Kaggle Complete model architecture as interactive graphs 60 min

Why Tutorial 11 is Critical: - 🏆 First-of-its-kind: Only comprehensive GGUF visualization tool - 📊 929 nodes, 981 edges: Complete Llama-3.2-3B architecture - 🎨 Interactive dashboards: 8 Graphistry cloud visualizations - 🔬 Research-grade: PageRank, centrality, community detection - 🖥️ Split-GPU showcase: LLM (GPU 0) + Analytics (GPU 1) - 📥 Downloadable: HTML dashboards for offline viewing

What You'll Visualize: - Complete 28-layer transformer architecture - 896 attention heads across all layers - Layer-by-layer breakdowns (35 nodes each) - Q4_K_M quantization block structure - Information flow through the network

Learning Paths

Beginner (1 hour)

Start here if you're new to llcuda: 

01 → 02 → 03
Quick Start → Server Setup → Multi-GPU

Intermediate (3 hours)

Full fundamentals with deployment: 

01 → 02 → 03 → 04 → 05 → 06 → 07 → 10
All basics through complete workflow

Advanced (2 hours)

Multi-GPU focus for large models: 

01 → 03 → 08 → 09
Quick Start → Multi-GPU → NCCL → 70B Models

Complete architecture analysis with Graphistry: 

01 → 03 → 04 → 06 → 11
Quick Start → Multi-GPU → GGUF → Split-GPU → Architecture Visualization

Complete Master (6 hours)

Everything from basics to advanced visualization: 

01 → 02 → 03 → 04 → 05 → 06 → 07 → 08 → 09 → 10 → 11
All tutorials in order