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Neural Networks: Zero to Hero

AI & Machine Learning•Andrej Karpathy

Build neural networks, backprop, and GPT from scratch with Andrej Karpathy

Intermediate7 Videos • ~15 Hours
Free
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Scale Engineer

Programming & Development•Interactive

Learn software, DSA, and systems through visuals, interactivity, and practice

Intermediate
Free
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Learn Kernels

AI & Machine Learning•Interactive

Interactive book on GPU kernels and inference performance traced to primary sources

Advanced
Free
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DesEngs

Design & UX•Reference

The definitive curated resource directory and community for Design Engineers

All Levels
Free
Curated Taxonomy

Explore by Category

Targeted disciplines tailored for practical technical mastery.

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10 resources

Programming & Development

Software engineering, web development, systems programming, and modern AI-assisted coding.

Web DevelopmentSoftware EngineeringAI Coding+5 more
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11 resources

AI & Machine Learning

Neural network fundamentals, LLM inference, prompt engineering, agents, and deep learning systems.

Machine LearningDeep LearningLLMs & Prompting+3 more
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2 resources

Web3 & Crypto

Smart contracts, decentralized finance, zero-knowledge proofs, and blockchain architecture.

Smart ContractsDeFi & ProtocolsEthereum & EVM+3 more
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7 resources

Design & UX

Tactile micro-interactions, UI craftsmanship, design engineering, and deep UX psychology teardowns.

UI/UXDesign EngineeringProduct Design+3 more
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2 resources

Mathematics

Visual, intuitive, and rigorous foundations in linear algebra, calculus, probability, and ML math.

Linear AlgebraCalculusProbability & Statistics+2 more
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1 resource

Engineering & Systems

Computer architecture, distributed systems, operating systems, hardware, and engineering maps.

Computer ArchitectureSystems EngineeringDistributed Systems+2 more
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2 resources

Data Science & Analytics

SQL query mastery, data pipelines, statistical analysis, and machine learning datasets.

SQL & WarehousingData AnalysisData Pipelines+2 more
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1 resource

Business & Startups

First-principles mental models for founders, unit economics, product strategy, and venture growth.

StartupsProduct StrategyEntrepreneurship+2 more
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Popular Learning Resources

Proven learning materials frequently recommended by top engineers and creators.

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Craft

Design & UX•Guide

Design-engineering concepts in concise, high-craft essays

Intermediate
Free
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TrenTorch

AI & Machine Learning•Interactive

Build machine learning frameworks from scratch by hand

Intermediate
Free
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Design Engineer

Design & UX•Course

The definitive curriculum for design engineers bridging design & code

All Levels
Freemium
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Fanout

AI & Machine Learning•Platform

Mapped technical learning across AI research, systems, and ML math

Advanced
Free
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Solmath

Mathematics•Interactive

Intuitive, visual, and applied mathematics for computer science

All Levels
Free
Featured Path

Design Engineering Mastery

From layout architecture to WebGL shaders and spring micro-interactions.

Curated Sequences

Learn by Collection

Structured step-by-step learning roadmaps that show you exactly how to master a skill.

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Editorial & Guides

Fresh Perspectives on Learning

Pedagogical analyses, developer roadmaps, and design engineering deep-dives from our curators.

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Featured ArticleDatabases & SQL•4 min read

Best Resources to Learn SQL for Free in 2026

You don't need to buy a course to get started with SQL. From interactive browser exercises to in-depth data engineering roadmaps, here are 5 of the best free resources to master SQL in 2026.

Learnlists Editorial•October 4, 2026
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