100 Public Atlases
A prioritized, high-demand set of topics for our first 100 shareable learning atlases. Curated for broad appeal, trend relevance, and evergreen value.
Artificial Intelligence & Machine Learning
GenAI Landscape 2025 — models, use cases, limitsPrompt Engineering 101 — patterns, structure, testingRetrieval-Augmented Generation (RAG) — vectors, chunking, evalsAI Agents — planning, tools, safety, evaluationPython for ML — NumPy · pandas · scikit-learnSupervised Learning — pipeline, metrics, bias/varianceNeural Networks Basics — MLP → CNN/RNN → transformersFine‑Tuning & Adapters — LoRA, distillation, safety gatesMLOps Basics — data/versioning, CI/CD, monitoring
Data & Analytics
SQL Essentials — joins, windows, CTEsData Cleaning Playbook — missing data, outliers, typesDescriptive Stats & EDA — distributions, visuals, insightsExperimentation & A/B Testing — design, power, pitfallsAnalytics Dashboards — KPI trees, storytellingPython Data Stack — pandas workflows, files → DB → vizPower BI vs. Tableau — when/why, design patternsData Modeling (OLTP vs OLAP) — star/snowflake, tradeoffsETL/ELT & Pipelines — batch vs. stream, orchestration
Software Engineering & Web
Web Dev Roadmap — HTML/CSS/JS → front/backTypeScript & Modern JS — types, modules, toolingReact/Next.js Fundamentals — state, routing, dataAPIs: REST & GraphQL — design, auth, versioningBackend with Node/Express — services, persistenceGit/GitHub Workflows — branches, PRs, reviewsTesting Basics — unit/integration, coverageSystem Design 101 — scalability, caching, queues
Cloud Computing
Cybersecurity
Product, UX & Design
Product Management Fundamentals — lifecycle, strategyDiscovery & User Research — interviews, JTBDFigma for UX/UI — components, auto‑layout, protosUsability Testing — tasks, metrics, iterationDesign Systems — tokens, patterns, governanceMetrics & Funnels — activation, retention, LTVA/B Testing for Product — hypothesis → rollout
Business & Finance
Accounting Basics — statements, double‑entryCorporate Finance — WACC, NPV/IRR, capital structureValuation 101 — comps, DCF, sensitivitiesFP&A Modeling — drivers, scenarios, dashboardsPersonal Finance — budgeting, index funds, riskInvesting Fundamentals — asset classes, rebalancingFintech/Blockchain Basics — ledgers, wallets, L1/L2Excel Power User — formulas, pivots, Power Query
Marketing & Growth
Academic Skills & Research
Learning How to Learn — spacing, retrieval, interleaveNote‑Taking Systems — Cornell, Zettelkasten, PKMTime & Task Management — goals, weekly reviewResearch Methods — question → sources → synthesisAcademic Writing — structure, argument, clarityPresentations that Teach — slides, narrative, voiceCitation Managers — Zotero, BibTeX, workflows
Languages & Communication
English Grammar & Style — common fixesAcademic English — thesis, cohesion, hedgingBusiness Communication — emails, reports, memosInterview Skills — STAR stories, deliveryNegotiation Basics — interests, BATNA, anchorsMandarin A1 Path — pinyin, tones, core phrasesSpanish A1 Path — pronunciation, core grammar
Test Prep
SAT Evidence‑Based Reading — strategies & trapsSAT Math — algebra, functions, data analysisGRE Quant — arithmetic → algebra → statsTOEFL iBT — reading/listening/speaking/writingIELTS Speaking/Writing — criteria & practiceAP Calculus BC — series, integrals, FRQsAP Computer Science A — OOP, DS, algorithms