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Tutorials for AI developers 7.0

Inference tutorials

ChatQnA vLLM deployment and performance evaluation
Text-to-video generation with ComfyUI
DeepSeek Janus Pro on CPU or GPU
DeepSeek-R1 with vLLM V1
AI agent with MCPs using vLLM and PydanticAI
Hugging Face Transformers
Deploying with vLLM
From chatbot to rap bot with vLLM
RAG with LlamaIndex and Ollama
OCR with vision-language models with vLLM
Building AI pipelines for voice assistants
Speculative decoding with vLLM
DeepSeek-R1 with SGLang
PD disaggregation with SGLang
Accelerating DeepSeek-V3 inference using multi-token prediction in SGLang
Multi-agents with Google ADK and A2A protocol

Fine-tuning tutorials

VLM with PEFT
Llama-3.1 8B with torchtune
Llama-3.1 8B with Llama Factory
GRPO with Unsloth

Pretraining tutorials

Training configuration with Megatron-LM
LLM with Megatron-LM
Llama-3.1 8B with torchtitan
Custom diffusion model with PyTorch
Speculative decoding draft model with SpecForge

GPU development and optimization tutorials

Quark MXFP4 quantization for vLLM
MLA decoding kernel of AITER library
Kernel development and optimization with Triton
Profiling Llama-4 inference with vLLM
FP8 quantization with AMD Quark for vLLM

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