<?xml version="1.0" encoding="UTF-8"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>https://lectures.montek.dev/Lectures</loc></url><url><loc>https://lectures.montek.dev/LLM/Glossary</loc></url><url><loc>https://lectures.montek.dev/LLM/Roadmap</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Tokenization</loc></url><url><loc>https://lectures.montek.dev/About</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Safety+and+Alignment+Evaluation</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Training+Loop</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Training+Configuration+and+Hyperparameters</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Scaling+Laws+and+Compute-Optimal+Training</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Scaled+Dot-Product+Attention</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Multi-head+Attention</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Research+Workflow+and+Ablations</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Reproducibility+and+Research+Method</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Post-Training+Beyond+SFT</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Quantization</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Interpretability+and+Mechanistic+Analysis</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Positional+Encoding</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Optimizer+Theory+for+Transformer+Training</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Layer+Normalization</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Inference+and+Sampling</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Embedding+Layer</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Formal+Evaluation+and+Benchmarking</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Feed-Forward+Network</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Encoder+Block</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Compute%2C+Time%2C+and+Cost+of+LLMs</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/FastAPI+Chat+App</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Failure+Modes+and+Debugging</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Experiment+Tracking+and+Run+Analysis</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Evaluation+and+Model+Quality</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Distributed+Training+and+Multi-GPU</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Advanced+Distributed+Training+Systems</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Chat+Format+and+SFT</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Deployment</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Decoder+Block</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Data+Curation+and+Dataset+Quality</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Causal+Language+Modeling</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Advanced+Inference+Systems</loc></url><url><loc>https://lectures.montek.dev/LLM/concepts/Advanced+Data+Engineering+for+LLMs</loc></url><url><loc>https://lectures.montek.dev/LLM/product/Serving%2C+Latency%2C+and+Observability</loc></url><url><loc>https://lectures.montek.dev/LLM/product/picollm+Code+Map</loc></url><url><loc>https://lectures.montek.dev/LLM/product/Vercel+AI+SDK+Chat+App</loc></url><url><loc>https://lectures.montek.dev/LLM/product/SFT+Flow</loc></url><url><loc>https://lectures.montek.dev/LLM/product/Nanochat+Architecture</loc></url><url><loc>https://lectures.montek.dev/LLM/product/Real+Chatbot+Workflow</loc></url><url><loc>https://lectures.montek.dev/LLM/product/OpenTUI+Terminal+Chat+App</loc></url><url><loc>https://lectures.montek.dev/LLM/product/Inference+Runtime+and+KV+Cache</loc></url><url><loc>https://lectures.montek.dev/Acknowledgements+and+Influences</loc></url><url><loc>https://lectures.montek.dev/LLM/How+to+Create+an+LLM+from+scratch+and+deploy+it</loc></url></urlset>