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Road map

Topics by level, from the basics to the advanced. Many of them suggest what to study next.

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Tier 1 · Beginner

3 topics

Computer VisionNext: Deep Learning Training4subtopics20questions
Deep Learning TrainingNext: Quality Metrics6subtopics21questions
Quality MetricsNext: Ensembles4subtopics17questions

Tier 3 · Advanced

8 topics

Applied MLNext: LLMs & Generative AI3subtopics33questions
Classical ML & BoostingNext: ML Engineering & MLOps3subtopics32questions
EnsemblesNext: Linear Models & Optimization9subtopics18questions
Linear Models & OptimizationNext: NLP & Transformers7subtopics18questions
LLMs & Generative AI5subtopics52questions
ML Engineering & MLOpsNext: Applied ML3subtopics37questions
ML FoundationsNext: Classical ML & Boosting3subtopics33questions
NLP & TransformersNext: ML Foundations5subtopics18questions

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