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Roadmap:
ML
Topics by level, from the basics to the advanced. Many of them suggest what to study next.
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11
Beginner
3
Advanced
8
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Tier 1 · Beginner
3 topics
CV
Computer Vision
Next:
Deep Learning Training
4
subtopics
20
questions
DL
Deep Learning Training
Next:
Quality Metrics
6
subtopics
24
questions
QM
Quality Metrics
Next:
Ensembles
4
subtopics
20
questions
Tier 3 · Advanced
8 topics
EN
Ensembles
Next:
Linear Models & Optimization
9
subtopics
21
questions
MF
ML Foundations
Next:
Classical ML & Boosting
5
subtopics
45
questions
LM
Linear Models & Optimization
Next:
NLP & Transformers
9
subtopics
30
questions
CM
Classical ML & Boosting
Next:
ML Engineering & MLOps
7
subtopics
59
questions
NT
NLP & Transformers
Next:
ML Foundations
5
subtopics
21
questions
ME
ML Engineering & MLOps
Next:
Applied ML
4
subtopics
45
questions
AM
Applied ML
Next:
LLMs & Generative AI
5
subtopics
45
questions
LG
LLMs & Generative AI
5
subtopics
52
questions
ML — Roadmap — IT Abyss