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Tutorials for AI developers 4.0

Inference tutorials

AI agent with MCPs using vLLM and PydanticAI
Hugging Face Transformers
Hugging Face TGI
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
Llama Stack
DeepSeek-R1 with SGLang

Fine-tuning tutorials

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

Pretraining tutorials

OLMo model with PyTorch FSDP
Training configuration with Megatron-LM
LLM with Megatron-LM
Llama-3.1 8B with torchtitan
Custom diffusion model with PyTorch

GPU development and optimization tutorials

Kernel development and optimization with Triton
Profiling Llama-4 inference with vLLM
FP8 quantization with AMD Quark for vLLM

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AI Developer Hub release history

AI Developer Hub release history#

Version	Release date
4.0	June 6, 2025
3.1	May 23, 2025
3.0	April 29, 2025
2.0	March 12, 2025
1.0	January 29, 2025

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