To get started with local language models, consider using Ollama for ease of use without needing Python or PyTorch. Explore Leopoldj's blog for in-depth tutorials. Andrej Karpathy's videos can help build intuition. Understand HuggingFace as a model repo with libraries for transformers and multi-device training. Learn about quantization for efficient model inference.