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The Atlas
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ML
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DL
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LLMs
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RL
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Agentic AI
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Systems
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Start
▾
Overview
Tools Foundations
Python Foundations
Libraries Foundations
DevOps Foundations
SWE Foundations
Math Foundations
AI Concepts
Fields
▾
Machine Learning
Deep Learning
LLMs
Reinforcement Learning
Agentic AI
ML Systems & Hardware
Synthesis
▾
Derivation Chains
Library Index
Learning Path
Curated Tracks
12
Math Leverage Index
Knob → Math Self-Test
Job Tracks
▾
Data Analyst
Data Engineer
Data Scientist
ML Engineer
MLOps / ML Platform Engineer
Inference / Serving Engineer
GPU Kernel / Performance Engineer
ML Systems / Distributed Training
AI Engineer
AI Agent Engineer
Forward Deployed Engineer
Domain Specialist
Applied Scientist
Research Engineer
Research Scientist
AI Safety & Security Engineer
AI Solutions Architect
AI Engineering Manager / Head of AI
Chief AI Officer
AI Product Manager
AI Quality & Evals Engineer
Prompt Engineer
AI Governance & Ethics
AI Auditor
AI Trainer / Human Data (RLHF)
Pretraining Data Curator
Embodied AI / Robotics
AI Developer Advocate
MTS — Top AI Labs
Superstar Researcher ★
Chief Scientist ★
Founding Engineer ★
AI Concepts
Algorithm Prerequisites
Math Dependencies
Libraries
Exact API & Knobs
Practice (Kaggle Easy + Hard · Hugging Face)
Scores · 1–100
M↓
Inbound Maths — Weight It Leans On
M↑
Outbound Maths — Chain Depth
C
Conceptual Complexity
V
Volume of Material