Structured learning paths that take you from beginner to proficient. Each roadmap is a curated sequence of courses designed to build your skills progressively.
A career-spanning roadmap from analytics-curious to mid-level Growth Engineer. The trunk gives you the complete throughline — measurement, experimentation, instrumentation, AARRR systems, monetization, GTM motions, and growth leadership — and clusters let you go deep on specific topics (Bayesian A/B testing, identity resolution, paid attribution, lifecycle email, dark patterns) when they matter.
A comprehensive, 3-pillar curriculum that takes learners from zero to mid-level Growth Engineer (GTM). Covers the scientific foundations of experimentation and analytics, the technical craft of building growth systems across the user lifecycle, and the strategic skills to connect technical systems to revenue outcomes and cross-functional teams.
A comprehensive, 3-pillar curriculum that takes learners from zero to mid-level software engineer. Covers the theoretical foundations of computer science, the practical craft of building software, and the professional skills that separate junior from senior engineers.
A comprehensive, 6-pillar curriculum that develops leaders from foundational self-awareness through advanced organizational mastery. Covers leadership theories, emotional intelligence, communication, team building, coaching, talent development, organizational culture, change management, product management, and strategic leadership — timeless people skills that remain essential regardless of industry, company size, or era because they're rooted in human psychology, motivation, and group dynamics.
A career-spanning roadmap for becoming the kind of leader people want to follow. The trunk gives you the throughline — self-awareness, communication, influence, team-building, coaching, and organizational leadership — and clusters let you go deep on classical theories, EQ mechanics, change frameworks, hiring, coaching models, and org design when they matter.
A career-spanning roadmap from absolute beginner to job-ready mid-level software engineer. The trunk gives you the complete throughline — the concepts, languages, systems, and professional skills every engineer needs — and clusters let you go deep on specific topics (Python, React, Kubernetes, system design, security, career strategy) when they matter.
A comprehensive, 3-pillar curriculum that takes aspiring entrepreneurs from initial idea through launch to sustainable growth. Covers the timeless principles of customer discovery, business model design, validation, legal and financial foundations, marketing, sales, fundraising, scaling, and leadership — skills that have remained durable across every era of business building.
A working understanding of how to start, validate, launch, and scale a real business. The trunk walks the founder arc from mindset and customer discovery through business models, MVPs, positioning, operations, sales, fundraising, and leadership. Clusters dive deep into the tactical playbooks behind each act — interview techniques, MVP fidelity, pricing, channels, term sheets, hiring, unit economics.
A non-technical curriculum that builds real understanding of AI — how it works, why it fails, and how to use it intelligently. No math, no code, just durable mental models that make you a confident, critical user of AI tools.
The foundation curriculum that prepares you for any university-level math course — calculus, linear algebra, discrete math, statistics. Builds symbolic fluency from variables and equations through functions, polynomials, exponentials, trigonometry, and the proof and set-theory groundwork that modern mathematics rests on.
A working understanding of calculus — the mathematics of change and accumulation. The trunk gives you the throughline from limits and derivatives through the Fundamental Theorem to the borderlands where calculus hands off to analysis. Clusters dive into rigorous limits, integration techniques, multivariable and vector calculus, differential equations, series, and complex analysis.
A working understanding of cybersecurity — how attackers operate, how defenders push back, and the moving parts of every modern security program. The trunk gives you the throughline from threat model to defense to response; clusters dive into cryptography, network defense, web application security, secure coding, penetration testing, incident response, cloud security, and governance.
Build the universal mental model that every database is implemented against — the relational model, schemas and keys, indexes, transactions, concurrency, PostgreSQL architecture, production operations, modeling patterns, and the modern data ecosystem (NoSQL, distributed SQL, warehouses, vectors, streaming).
A working understanding of discrete mathematics — the math of countable, structural objects: sets, logic, counting, graphs, integers, algorithms. The trunk gives you the toolkit; clusters dive into combinatorics, graph algorithms, number theory, logic and computation, cryptography, and information theory.
A working understanding of how economies actually behave — how scarcity drives choice, how markets allocate resources (and fail to), how money and policy steer the macroeconomy, and how trade, behavior, and institutions shape long-run prosperity. The trunk gives you the throughline a literate citizen needs; clusters dive into elasticity, market failures, consumer/producer theory, monetary and fiscal policy, trade policy, behavioral finance, and economic history.
A working understanding of finance and investing — how capital markets price risk, how companies create value, how investors build portfolios, and where the math meets human psychology. The trunk gives you the throughline; clusters dive into financial statements, valuation, corporate finance, bonds, portfolio construction, derivatives, and behavioral finance.
A working understanding of the natural world — what science is, how matter and energy behave, how life persists and changes, and how Earth and the cosmos fit together. The trunk gives you a single coherent throughline across physics, chemistry, biology, and earth/space science; clusters dive into experimental design, mechanics, thermodynamics, electromagnetism, modern physics, genetics, ecology, and climate.
A comprehensive journey through the natural sciences, from the scientific method that underpins all inquiry to the fundamental laws of physics, chemistry, and biology that govern our universe. This curriculum builds scientific literacy by connecting core principles across disciplines, empowering learners to think critically about the natural world and understand how energy, matter, and life interact at every scale.
A working understanding of game theory — the study of how rational agents make decisions when outcomes depend on each other's choices. The trunk gives you the core solution concepts and vocabulary; clusters dive into auctions, bargaining, evolutionary games, mechanism design, and where the rational-actor model fails.
A beginner-friendly curriculum that builds deep intuition for how AI actually works — not through math or code, but through mental models that make effective use a natural consequence of understanding. Covers how language models think, why they hallucinate, the art of prompting, practical AI workflows for writing, images, and code, and the societal shifts AI is driving. Designed for anyone curious enough to want more than tips and tricks.
A working understanding of linear algebra — vectors, matrices, eigenvalues, and the decompositions that power modern data, graphics, and AI. The trunk gives you the geometric and algebraic core; clusters dive into vector spaces, systems and rank, eigentheory, orthogonality and projections, applications, and numerical computation.
A comprehensive curriculum covering the full breadth of cybersecurity, from foundational concepts in networking and operating systems through advanced offensive and defensive techniques. Learners progress from understanding core security principles and cryptography to hands-on skills in penetration testing, incident response, cloud security, and compliance. Designed to build a security-first mindset and the practical skills needed to protect modern infrastructure and applications.
A complete curriculum on databases — from the relational model and ACID through PostgreSQL internals, production operations, modeling patterns, and the modern data ecosystem (NoSQL, distributed SQL, warehouses, streaming, vectors). Built for working engineers who want database knowledge that survives any system they touch.
A rigorous curriculum on the Earth as a coupled system — its biogeochemical cycles, ecosystems, climate, pollution pathways, and the sustainability and policy frontier. Built for working professionals who already had a weak intro environmental class and want a complete, mechanistic mental model: how the carbon cycle actually works, why climate models project what they do, where pollutants travel, and which interventions move planetary boundaries. Every course pairs scientific mechanism with a real-world implication so the learner can reason about environmental decisions, not just recite definitions.
A coherent, mechanistic picture of how the Earth actually works as a coupled system — its biogeochemical cycles, climate physics, ecosystems, pollution pathways, and the leverage points where solutions live. The trunk gives you the throughline a working professional needs to reason about environmental claims; clusters dive into circulation, ecology, paleoclimate, climate modeling, pollution, energy, and mitigation.
A comprehensive, 7-pillar curriculum that builds mastery of finance and investing as an intellectual discipline. Starting with financial markets and instruments, progressing through financial statement analysis, corporate finance, valuation, portfolio theory, derivatives, and culminating in behavioral finance and quantitative methods. This is not personal budgeting — it is the rigorous study of how capital markets price risk, how companies create and destroy value, how professional investors construct portfolios, and how the interplay of human psychology and mathematical models shapes every financial decision.
A comprehensive, 5-pillar curriculum that builds a complete mathematical education from foundational reasoning through advanced applications. Covers proof writing, algebra, trigonometry, the full calculus sequence, linear algebra, abstract algebra, discrete mathematics, probability, statistics, optimization, game theory, and mathematical modeling. Designed for polymaths who want deep mathematical fluency and strongest when paired with career tracks in data science, software engineering, or quantitative fields. The specific applications evolve but the mathematical structures — groups, spaces, measures, graphs — are eternal.
A comprehensive, 3-pillar curriculum that takes learners from financial confusion to financial confidence. Covers the behavioral psychology of money, budgeting and debt systems, investing fundamentals, portfolio construction, retirement planning, real estate, tax optimization, insurance, estate planning, and the path to financial independence — the essential life skills that schools never taught but everyone needs.
The financial life skills nobody actually taught you — money psychology, budgeting, debt, credit, taxes, insurance, retirement accounts, and the math of financial independence. Walk the trunk and you have a system; pull on a cluster when something specific matters.
A guided tour through philosophical thinking — how to reason carefully, evaluate arguments, navigate ethics, and engage with the great questions about knowledge, reality, mind, and society. The trunk gives you orientation across the whole field; clusters dive deep on logic, ethics, epistemology, metaphysics, mind, politics, and the history of ideas.
A comprehensive journey through the foundations of philosophical thought and rigorous reasoning. This curriculum guides learners from basic critical thinking skills through formal logic, ethics, epistemology, metaphysics, and the great philosophical traditions, culminating in the ability to construct and evaluate complex arguments, navigate ethical dilemmas, and engage meaningfully with the deepest questions about knowledge, reality, and human existence.
A working understanding of probability and statistics — how to reason under uncertainty, turn data into claims, and recognize when those claims are honest. The trunk gives you the core vocabulary and the inference pipeline; clusters dive into Bayesian reasoning, frequentist theory, regression, stochastic processes, and experimental design.
A practical track that takes you from zero to shipping working software. The trunk gives you the throughline — how to think in code, write a program, and put it in front of users — and clusters dive deep into thinking tactics, Python craft, engineering for change, real-world shipping, and working alongside AI assistants without letting them put garbage in your codebase.
A practical, 4-pillar skill track that takes you from zero to shipping. You will learn to think in code, master one language deeply (Python), turn scripts into real software with tests and version control, and put your work in front of users with a deploy, a database, and modern AI-assisted workflows. Deliberately narrower than a role-track CS degree: if the question is 'can I build and ship software,' this is the answer.
A comprehensive, 3-pillar curriculum that builds durable understanding of artificial intelligence and machine learning — from the mathematical foundations and classical algorithms, through modern deep learning architectures, to the societal implications of deploying AI in the real world. Emphasizes timeless principles over transient tools so knowledge remains valuable as the field evolves.
A working understanding of blockchain and Web3 — what these systems actually are, why they were built, and how the pieces (wallets, consensus, smart contracts, tokens, DeFi, NFTs, DAOs) fit together. The trunk gives you the orientation to follow any crypto conversation; clusters dive into cryptography, custody, consensus, smart-contract engineering, DeFi mechanics, NFTs/DAOs, and building dApps.
A comprehensive curriculum covering blockchain technology from foundational distributed ledger concepts through advanced Web3 development. Learners progress from understanding how blockchains work and why they matter, through cryptography, consensus mechanisms, smart contracts, DeFi protocols, NFTs, DAOs, and hands-on Web3 development. By the end, learners can evaluate crypto projects critically, read and reason about smart contracts, and build decentralized applications.
A comprehensive journey through economic thought and practice, from foundational concepts like scarcity and trade to advanced topics in behavioral economics, international finance, and development policy. This curriculum builds an economically literate individual who can dissect market dynamics, evaluate policy trade-offs, and interpret the economic forces shaping our world.
A working understanding of human history — from the first hominids to the global world we live in now. The trunk walks the throughline most people never got: how civilizations actually emerge, why empires rise and fall, and how the modern world was made. Clusters dive into the cities, classical mind, slave trade, revolutions, world wars, and how historians actually do their job.
A sweeping journey through human civilization from the earliest societies to the modern world. This curriculum explores the forces that shaped empires, revolutions, and cultural transformations across every inhabited continent. Students will develop the analytical skills to interpret primary sources, recognize historical patterns, and understand how the past continues to shape contemporary politics, economics, and culture.
A comprehensive curriculum spanning the major domains of psychological science — from the biological underpinnings of behavior to the social forces that shape identity, from cognitive architecture to clinical intervention. Learners progress from foundational concepts through empirical methods, cognitive and developmental frameworks, social and personality dynamics, behavioral and clinical applications, and finally into positive and applied psychology. The curriculum emphasizes both scientific rigor and real-world relevance, equipping learners to think critically about human behavior in personal, professional, and societal contexts.
A working understanding of psychology — what the science actually claims about how minds, brains, and behavior fit together. The trunk gives you the orientation a literate professional needs (how psychology knows what it knows, the brain behind behavior, learning, memory, decision-making, emotion, personality, social influence, development, pathology, and what therapy does); clusters dive into research methods, perception, cognition mechanics, social influence tactics, the field guide of disorders, applied behavioral science, and the psychology of everyday life.