<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
  <url>
    <loc>https://modelrefs.com/tutorials/</loc>
    <changefreq>weekly</changefreq>
    <priority>0.9</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/intro-to-ai/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/python-basics/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/numpy-fundamentals/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/what-is-ml/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/linear-regression/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/classification/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/intro-neural-networks/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/first-network/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/build-a-rag-stack/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/ship-an-agent/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/multimodal-document-pipeline/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/build-a-voice-ai/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/ai-vs-ml-vs-dl/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/types-of-ai/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/vectors-matrices/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/gradient-descent/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/probability-statistics/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/supervised-learning/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/unsupervised-learning/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/logistic-regression/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/decision-trees/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/random-forests/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/feature-engineering/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/model-evaluation/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/cross-validation/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/bias-variance/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/activation-functions/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/backpropagation/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/pytorch-basics/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/what-are-llms/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/tokenization/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/prompt-engineering/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/embeddings-semantic-search/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/history-of-ai/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/linear-algebra-essentials/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/calculus-derivatives/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/bayes-theorem/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/pandas-data-analysis/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/matplotlib-visualization/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/reinforcement-learning-intro/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/svm/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/knn/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/k-means-clustering/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/pca/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/data-preprocessing/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/perceptrons/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/optimization-algorithms/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/regularization/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/tensorflow-keras/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/cnns/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/transfer-learning/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/rnns/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/attention-mechanism/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/self-attention/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/transformer-architecture/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/bert-encoders/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/gpt-decoders/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/how-llms-are-trained/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/few-shot-learning/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/what-is-rag/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/vector-databases/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/what-are-agents/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/function-calling/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/hierarchical-clustering/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/anomaly-detection/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/fine-tuning-llms/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/lora-peft/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/langchain-framework/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/llamaindex/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/planning-loops/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/multi-agent-networks/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/memory-systems/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/guardrails/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/lstms/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/fastapi-deployment/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/docker-for-ai/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/kubernetes-ml/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/model-quantization/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/mlflow/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/ai-observability/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/eigenvalues/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/sql-for-ai/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/hugging-face/</loc>
    <lastmod>2026-08-08</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/measure-retrieval-recall-and-grounding/</loc>
    <lastmod>2026-07-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/create-representative-workload-evaluations/</loc>
    <lastmod>2026-07-13</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/mcp-agent-claude-ollama-bridge/</loc>
    <lastmod>2026-07-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/build-a-custom-mcp-server/</loc>
    <lastmod>2026-07-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/mcp-security-and-tool-poisoning/</loc>
    <lastmod>2026-07-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/deploy-a-remote-mcp-server/</loc>
    <lastmod>2026-07-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/test-an-ai-agent-safely/</loc>
    <lastmod>2026-07-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/evaluate-prompts-programmatically/</loc>
    <lastmod>2026-07-17</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
  <url>
    <loc>https://modelrefs.com/tutorials/llm-as-a-judge/</loc>
    <lastmod>2026-08-06</lastmod>
    <changefreq>monthly</changefreq>
    <priority>0.7</priority>
  </url>
</urlset>