Roadmaps
Learning paths for roles, interviews, career moves, and production skills.
12 pages
AI Engineering Roadmap
A roadmap for learning AI engineering through software foundations, LLM applications, RAG, evaluation, agents, LLMOps, and production ownership.
Analytics Engineering Roadmap
A roadmap for analytics engineering: SQL modeling, dbt workflows, metric ownership, quality checks, and trusted analytics products.
Data Analyst Careers
A career page for data analyst entry routes, portfolio evidence, hiring signals, and moves into analytics engineering, data science, and data engineering.
Data Engineer Roadmap
A practical data engineer roadmap from SQL and Python fundamentals to pipelines, orchestration, DataOps, reviewable work, and interviews.
Data Product Manager Roadmap
A roadmap for data product managers, from discovery and metrics to roadmaps, data quality, adoption, and experimentation.
Data Scientist Interview Plan
Prepare for data scientist interviews by targeting the right role, proving CV and project impact, and practicing screens, cases, stories, and offers.
Lean MLOps for Startups
A DataTalks.Club roadmap for startup MLOps: SaaS-first tools, portable foundations, basic controls, monitoring, and when platforms pay off.
LLM and RAG Production Roadmap
A learning and rollout roadmap for teams moving from bounded LLM workflows to RAG, evaluation, agents, and production readiness.
ML Engineer Roadmap
Build an ML engineer path through baselines, Python and SQL, production projects, system design, MLOps, monitoring, and incident habits.
MLOps Roadmap
MLOps learning and rollout order from reproducible experiments to deployment, monitoring, retraining decisions, and shared platform adoption.
No-Experience Data Engineer
Build a no-experience data engineer transition strategy around reviewed projects, credibility signals, interview stories, and CV proof.
Open Source Contributor Path
A practical contributor path from first issue to reviewable docs, tests, demos, maintainer collaboration, and portfolio evidence.