Course Wiki

Concept Glossary

Every concept taught across the Zoomcamp courses, with the units (modules and lessons) where each one is covered.

This index lists every concept in the course wiki and the units that cover it, so you can find where a concept is taught before diving into a full course. Each concept page links the exact modules and lessons that cover it. Concepts that appear in several courses are listed under Shared across courses.

Taught in Machine Learning Zoomcamp

• CRISP-DM — Machine Learning Zoomcamp Module 1
• Decision Trees — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 5, Machine Learning Zoomcamp Module 6
• Logistic Regression — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 3
• Regularization — Machine Learning Zoomcamp Module 2, Machine Learning Zoomcamp Module 3, Machine Learning Zoomcamp Module 6 (+1 more module)
• Serverless Deployment — Machine Learning Zoomcamp Module 9
• TensorFlow — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 8, Machine Learning Zoomcamp Module 9 (+1 more module)
• Transfer Learning — Machine Learning Zoomcamp Module 8

Taught in LLM Zoomcamp

• Elasticsearch — LLM Zoomcamp Module 1, LLM Zoomcamp Module 2, LLM Zoomcamp Module 4 (+3 more modules)
• Embeddings — LLM Zoomcamp Module 2, LLM Zoomcamp Module 3, LLM Zoomcamp Module 6 (+1 more module)
• Function Calling — LLM Zoomcamp Module 1, LLM Zoomcamp Module 4
• Hybrid Search — LLM Zoomcamp Module 2, LLM Zoomcamp Module 4, LLM Zoomcamp Module 6
• Keyword Search — LLM Zoomcamp Module 1, LLM Zoomcamp Module 2, LLM Zoomcamp Module 4 (+1 more module)
• LangChain — LLM Zoomcamp Module 1, LLM Zoomcamp Module 6
• LLM Monitoring — LLM Zoomcamp Module 4, LLM Zoomcamp Module 5, LLM Zoomcamp Module 7
• RAG — LLM Zoomcamp Module 1, LLM Zoomcamp Module 2, LLM Zoomcamp Module 3 (+4 more modules)
• Reranking — LLM Zoomcamp Module 2, LLM Zoomcamp Module 6
• Vector Search — LLM Zoomcamp Module 1, LLM Zoomcamp Module 2, LLM Zoomcamp Module 3 (+4 more modules)

Taught in AI Dev Tools Zoomcamp

• Coding Agents — AI Dev Tools Zoomcamp Module 4, AI Dev Tools Zoomcamp Module 5
• Git Worktrees — AI Dev Tools Zoomcamp Module 5
• Loop and Graph Engineering — AI Dev Tools Zoomcamp Module 1
• OpenAPI Contract — AI Dev Tools Zoomcamp Module 2

Taught in MLOps Zoomcamp

• MLflow — MLOps Zoomcamp Module 2, MLOps Zoomcamp Module 3, MLOps Zoomcamp Module 4 (+1 more module)
• MLOps Maturity Model — MLOps Zoomcamp Module 1
• Model Registry — MLOps Zoomcamp Module 2, MLOps Zoomcamp Module 4, MLOps Zoomcamp Module 07

Taught in Data Engineering Zoomcamp

• Analytics Engineering — Data Engineering Zoomcamp Module 4
• Bruin — Data Engineering Zoomcamp Module 5
• dbt — Data Engineering Zoomcamp Module 4
• Spark — Data Engineering Zoomcamp Module 6
• Stream Processing — Data Engineering Zoomcamp Module 7

Taught in Stock Markets Analytics Zoomcamp

• Backtesting — Stock Markets Analytics Zoomcamp Module 4, Stock Markets Analytics Zoomcamp Module 5

Shared across courses

• Agent Skills and Subagents — LLM Zoomcamp Module 3, AI Dev Tools Zoomcamp Module 5
• Agentic RAG — LLM Zoomcamp Module 1, LLM Zoomcamp Module 3, AI Dev Tools Zoomcamp Module 5
• BigQuery — LLM Zoomcamp Module 3, Data Engineering Zoomcamp Module 2, Data Engineering Zoomcamp Module 3 (+1 more module)
• CI/CD — AI Dev Tools Zoomcamp Module 2, AI Dev Tools Zoomcamp Module 3, AI Dev Tools Zoomcamp Module 4 (+3 more modules)
• Classification Metrics — Machine Learning Zoomcamp Module 2, Machine Learning Zoomcamp Module 4, Machine Learning Zoomcamp Module 6 (+3 more modules)
• Context Engineering — LLM Zoomcamp Module 3, AI Dev Tools Zoomcamp Module 1, AI Dev Tools Zoomcamp Module 2 (+2 more modules)
• Deployment Automation — LLM Zoomcamp Module 3, MLOps Zoomcamp Module 3, MLOps Zoomcamp Module 6 (+3 more modules)
• Docker — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 5, Machine Learning Zoomcamp Module 9 (+15 more modules)
• Evidently — LLM Zoomcamp Module 5, MLOps Zoomcamp Module 5, MLOps Zoomcamp Module 07
• Experiment Tracking — LLM Zoomcamp Module 4, MLOps Zoomcamp Module 2, MLOps Zoomcamp Module 07
• FastAPI — Machine Learning Zoomcamp Module 5, AI Dev Tools Zoomcamp Module 2
• Flask — Machine Learning Zoomcamp Module 5, Machine Learning Zoomcamp Module 10, LLM Zoomcamp Module 7 (+1 more module)
• Gradient Boosting — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 5, Machine Learning Zoomcamp Module 6 (+4 more modules)
• Jupyter Notebooks — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 2, Machine Learning Zoomcamp Module 3 (+20 more modules)
• Kafka — LLM Zoomcamp Module 2, LLM Zoomcamp Module 5, Data Engineering Zoomcamp Module 7
• Kestra — LLM Zoomcamp Module 3, MLOps Zoomcamp Module 3, Data Engineering Zoomcamp Module 2
• Kubernetes — Machine Learning Zoomcamp Module 10, AI Dev Tools Zoomcamp Module 4, MLOps Zoomcamp Module 07
• Linear Regression — Machine Learning Zoomcamp Module 2, Machine Learning Zoomcamp Module 3, MLOps Zoomcamp Module 1
• LLM Evaluation — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 4, LLM Zoomcamp Module 1 (+7 more modules)
• MCP — Machine Learning Zoomcamp Module 1, LLM Zoomcamp Module 3, AI Dev Tools Zoomcamp Module 4 (+2 more modules)
• Model Deployment — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 5, Machine Learning Zoomcamp Module 9 (+16 more modules)
• Model Monitoring — LLM Zoomcamp Module 3, LLM Zoomcamp Module 4, LLM Zoomcamp Module 5 (+5 more modules)
• Neural Networks — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 8, Machine Learning Zoomcamp Module 9 (+2 more modules)
• OpenAI API — LLM Zoomcamp Module 1, LLM Zoomcamp Module 2, LLM Zoomcamp Module 3 (+8 more modules)
• OpenTelemetry — LLM Zoomcamp Module 5, AI Dev Tools Zoomcamp Module 4
• Pandas — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 2, Machine Learning Zoomcamp Module 3 (+6 more modules)
• Partitioning and Clustering — LLM Zoomcamp Module 2, Data Engineering Zoomcamp Module 3
• PostgreSQL — LLM Zoomcamp Module 2, LLM Zoomcamp Module 3, LLM Zoomcamp Module 5 (+6 more modules)
• Prometheus and Grafana — LLM Zoomcamp Module 5, LLM Zoomcamp Module 7, AI Dev Tools Zoomcamp Module 4 (+1 more module)
• Prompt Engineering — Machine Learning Zoomcamp Module 8, LLM Zoomcamp Module 1, LLM Zoomcamp Module 2 (+6 more modules)
• PyTorch — Machine Learning Zoomcamp Module 8, LLM Zoomcamp Module 2
• scikit-learn — Machine Learning Zoomcamp Module 1, Machine Learning Zoomcamp Module 2, Machine Learning Zoomcamp Module 3 (+6 more modules)
• Spec-Driven Development — Machine Learning Zoomcamp Module 5, AI Dev Tools Zoomcamp Module 1
• Streamlit — LLM Zoomcamp Module 4, LLM Zoomcamp Module 5, MLOps Zoomcamp Module 07
• Technical Indicators — Machine Learning Zoomcamp Module 3, Stock Markets Analytics Zoomcamp Module 5
• Terraform — MLOps Zoomcamp Module 1, MLOps Zoomcamp Module 6, MLOps Zoomcamp Module 07 (+1 more module)
• Trading Strategy — Machine Learning Zoomcamp Module 3, Machine Learning Zoomcamp Module 4, LLM Zoomcamp Module 4 (+2 more modules)
• Workflow Orchestration — LLM Zoomcamp Module 1, LLM Zoomcamp Module 3, AI Dev Tools Zoomcamp Module 5 (+4 more modules)