DataTalks.Club Podcast Wiki
Explore by format
25
Guides
Practical, keyword-driven walkthroughs of a topic.
24
Comparisons
Head-to-head breakdowns to help you choose.
12
Roadmaps
Step-by-step paths to learn or level up a skill.
15
Transitions
Career moves from one role or background into another.
4
How-tos
Task-focused checklists and project recipes.
Wiki pages
Foundational topic hubs that anchor the rest of the wiki. Browse full catalog (282 topics A-Z)
Retrieval-Augmented Generation
RAG architecture across retrieval, context design, generation, citation, and system boundaries.
LLMs
Large language models with links to retrieval, agents, evaluation, production, and security pages.
MLOps
Reference page for MLOps as the operating discipline for production machine learning systems.
Machine Learning
Machine learning as applied modeling, evaluation, production design, monitoring, roles, and business tradeoffs.
Data Engineering
Data engineering across pipelines, platforms, data quality, role boundaries, business enablement, and the shift toward AI-ready data systems.
Feature Stores
Feature stores as operational ML data systems for reuse, online-offline consistency, materialization, validation, and serving.
Experimentation
Experiments for reducing product, ML, and organizational uncertainty before rollout.
Vector Databases
Vector databases as the storage, indexing, and nearest-neighbor retrieval layer for embeddings.