Mathematics
64 chapters covering calculus, linear algebra, differential equations, and discrete structures, with derivations and solved problems.
Download complete archive ZIP ↓- MATH 31A
Differential Calculus
Nine chapters on functions and limits through derivatives, modeling, optimization, and accumulation.
- Functions
- Limits
- Derivatives
- Accumulation
32 pp.39 solved problemsstudent interpretation - MATH 31B
Integral Calculus and Infinite Series
Eight chapters on integration strategy, improper integrals, convergence, power series, and Taylor models.
- Integration
- Series
- Taylor expansions
- Improper integrals
27 pp.34 solved problemsstudent interpretation - MATH 32A
Calculus of Several Variables
Eight chapters on spatial geometry, partial derivatives, gradients, and constrained optimization.
- Vectors
- Partial derivatives
- Gradients
- Optimization
25 pp.32 solved problemsstudent interpretation - MATH 32B
Multiple Integrals and Vector Calculus
Nine chapters on multivariable accumulation, coordinate changes, vector fields, flux, and the major integral theorems.
- Multiple integrals
- Vector fields
- Green's theorem
- Stokes' theorem
27 pp.35 solved problemsstudent interpretation - MATH 33A
Linear Algebra and Applications
Ten chapters on linear systems, vector spaces, transformations, eigenvectors, orthogonality, and least squares.
- Vector spaces
- Linear maps
- Eigenvalues
- Orthogonality
30 pp.38 solved problemsstudent interpretation - MATH 33B
Differential Equations
Ten chapters centered on modeling change: first- and second-order equations, systems, stability, transforms, and series solutions.
- ODEs
- Linear systems
- Laplace transforms
- Stability
29 pp.38 solved problemsstudent interpretation - MATH 61
Introduction to Discrete Structures
Ten chapters in the working language of computer science: logic, proof, sets, counting, recurrences, graphs, and trees.
- Proof
- Combinatorics
- Recurrences
- Graph theory
30 pp.40 solved problemsstudent interpretation
Physics
27 chapters for Physics 1A–1C, covering mechanics, waves, electricity, magnetism, optics, and relativity, with derivations and solved problems.
Download complete archive ZIP ↓- PHYSICS 1A
Mechanics
Nine connected chapters on physical modeling, kinematics, force, energy, momentum, rotation, gravity, equilibrium, and rolling.
- Motion
- Forces
- Conservation
- Rotation
24 pp.27 solved problemsstudent interpretation - PHYSICS 1B
Oscillations, Waves, and Electric Fields
Nine chapters connecting oscillation and wave behavior to electric fields, potential, capacitance, and DC circuits.
- Oscillations
- Waves
- Electric fields
- Circuits
24 pp.27 solved problemsstudent interpretation - PHYSICS 1C
Electrodynamics, Optics, and Relativity
Nine chapters from magnetic force and induction through Maxwell's equations, optics, diffraction, and special relativity.
- Magnetism
- Induction
- Optics
- Relativity
24 pp.27 solved problemsstudent interpretation
Computer Science
22 course supplements covering programming, systems, algorithms, AI, data, genomics, interaction, and robotics. Includes 177 chapters.
Download complete archive ZIP ↓- CS 31
Introduction to Computer Science I
C++ notes covering contracts, memory, classes, recursion, testing, and the reasoning behind correct programs.
- C++
- Functions
- Memory
- Recursion
26 pp.32 solved problemsstudent interpretation - CS 32
Data Structures and Object-Oriented Design
Resource-safe C++, asymptotic analysis, lists, trees, hashing, graphs, sorting, and data-structure invariants.
- Data structures
- RAII
- Graphs
- Complexity
26 pp.32 solved problemsstudent interpretation - CS 33
Introduction to Computer Organization
Bits through processes: x86-64, procedure calls, linking, caches, virtual memory, exceptions, I/O, and systems performance.
- x86-64
- Memory
- Caches
- Processes
26 pp.32 solved problemsstudent interpretation - CS 35L
Software Construction
Git, shell and Python tools, React, APIs, databases, authentication, continuous integration, and deployment.
- Git
- Python
- React
- Full stack
26 pp.32 solved problemsstudent interpretation - CS M51A
Logic Design of Digital Systems
Boolean reasoning becomes hardware through combinational logic, arithmetic circuits, timing, state machines, datapaths, and error codes.
- Boolean logic
- Circuits
- FSMs
- Datapaths
26 pp.32 solved problemsstudent interpretation - CS 111
Operating Systems Principles
Kernels, processes, threads, scheduling, synchronization, virtual memory, storage, distributed systems, and protection as one connected model.
- Concurrency
- Scheduling
- Virtual memory
- File systems
26 pp.32 solved problemsstudent interpretation - CS 118
Computer Network Fundamentals
Nine chapters on layered protocols, DNS and HTTP, sockets, TCP, congestion, IP, routing, Ethernet, wireless, measurement, and security.
- TCP/IP
- Routing
- Congestion
- Ethernet and Wi-Fi
28 pp.36 solved problemsstudent interpretation - CS C121
Probabilistic Models in Computational Genomics
Probability-first genomics covering Bayesian reasoning, Markov and hidden-state models, latent classes, alignment, inference, uncertainty, and reproducible interpretation.
- Bayesian models
- HMMs
- Inference
- Genomics
27 pp.32 solved problemsstudent interpretation - CS C122
Algorithms in Computational Genomics
Scalable genomic algorithms for compressed indexes, alignment, read mapping, assembly, variant calling, pangenomes, benchmarking, and reproducible pipelines.
- Sequence indexes
- Alignment
- Assembly
- Genome graphs
28 pp.32 solved problemsstudent interpretation - CS 130
Software Engineering
A complete engineering lifecycle from requirements and specifications through modular design, verification, testing, team development, delivery, and evolution.
- Specifications
- Architecture
- Verification
- Delivery
27 pp.32 solved problemsstudent interpretation - CS 131
Programming Languages
A language-modeling guide to syntax, semantics, scope, types, functional and object-oriented design, concurrency, and logic programming.
- Semantics
- Types
- Functional
- Concurrency
26 pp.32 solved problemsstudent interpretation - CS 143
Database Systems
Relational design, SQL, normalization, storage, indexes, query plans, concurrency, recovery, integrity, and security.
- SQL
- Normalization
- Indexes
- Transactions
26 pp.32 solved problemsstudent interpretation - CS M146
Introduction to Machine Learning
Generalization, regression, classification, kernels, ensembles, clustering, EM, PCA, and reinforcement learning and deployment limitations.
- Generalization
- Classification
- Clustering
- PCA
26 pp.32 solved problemsstudent interpretation - CS / EC ENGR C147A
Neural Networks and Deep Learning
The UCLA cross-listed neural-networks sequence: backpropagation, optimization, regularization, CNNs, sequence models, generation, and robustness.
- Backpropagation
- CNNs
- Attention
- Generative models
27 pp.32 solved problemsstudent interpretation - CS M148
Introduction to Data Science
From the data-generating process through cleaning, visualization, uncertainty, modeling, evaluation, reproducibility, ethics, and communication.
- Data pipelines
- Visualization
- Modeling
- Ethics
26 pp.32 solved problemsstudent interpretation - CS 161
Fundamentals of Artificial Intelligence
State-space problem solving, uninformed and heuristic search, games, constraint reasoning, planning, logic, knowledge representation, and AI ethics.
- Search
- Planning
- Logic
- Knowledge systems
26 pp.32 solved problemsstudent interpretation - CS 162
Natural Language Processing
Corpora, tokenization, language models, vector semantics, sequence learning, transformers, task systems, evaluation, bias, and deployment.
- Language models
- Embeddings
- Transformers
- Evaluation
27 pp.32 solved problemsstudent interpretation - CS 163
Deep Learning for Computer Vision
Image pipelines, convolutional and residual networks, training and debugging, recognition, detection, segmentation, generation, and robust deployment.
- CNNs
- Detection
- Segmentation
- Visual generation
27 pp.32 solved problemsstudent interpretation - CS 180
Algorithms and Complexity
Proof-driven notes on divide-and-conquer, greedy exchange, dynamic programming, graph algorithms, flow, reductions, and NP-completeness.
- Correctness
- Dynamic programming
- Graph algorithms
- NP-completeness
26 pp.32 solved problemsstudent interpretation - CS 181
Theory of Computing and Automata
Regular and context-free languages, automata, pumping arguments, Turing machines, reductions, decidability, and computability boundaries.
- Automata
- CFGs
- Turing machines
- Undecidability
26 pp.32 solved problemsstudent interpretation - CS 188: HCI
Human-Computer Interaction
A variable-topics HCI packet on research, cognition, flows, prototyping, usability, accessibility, experimentation, and responsible design.
- User research
- Prototyping
- Usability
- Accessibility
26 pp.32 solved problemsstudent interpretation - CS 188: Robotics
Introduction to Robotics
A variable-topics robotics packet following UCLA's current scope: motion, kinematics, control, perception, SLAM, planning, learning, and HRI.
- Kinematics
- Control
- SLAM
- Planning
26 pp.32 solved problemsstudent interpretation
Business & Economics
Management 1A-1B and the Economics 1-104 core: 72 chapters covering accounting, microeconomics, macroeconomics, econometrics, data work, and decision-making.
Download complete archive ZIP ↓- MGMT 1A
Principles of Accounting I
Financial accounting from the transaction model through statements, controls, assets, liabilities, valuation, and analytical interpretation.
- Double entry
- Statements
- Assets
- Controls
25 pp.32 solved problemsstudent interpretation - MGMT 1B
Principles of Accounting II
Present value, debt and equity, cash flows, partnerships, individual tax, investments, consolidation, ethics, and reporting judgment.
- Present value
- Debt
- Equity
- Cash flows
26 pp.32 solved problemsstudent interpretation - ECON 1
Principles of Microeconomics
Scarcity, markets, elasticity, welfare, consumer and firm choice, market power, externalities, information, and policy.
- Markets
- Elasticity
- Firms
- Welfare
25 pp.32 solved problemsstudent interpretation - ECON 2
Principles of Macroeconomics
National income, growth, inflation, unemployment, aggregate demand and supply, money, policy, trade, and exchange rates.
- GDP
- Growth
- Policy
- Open economy
25 pp.32 solved problemsstudent interpretation - ECON 11
Microeconomic Theory
Calculus-based optimization, consumer demand, production and cost, competition, monopoly, games, welfare, and information.
- Optimization
- Consumer theory
- Production
- Games
25 pp.32 solved problemsstudent interpretation - ECON 101
Advanced Microeconomic Theory
Factor pricing, distribution, capital, uncertainty, general equilibrium, welfare theorems, dynamic games, contracts, and market design.
- Factor markets
- Equilibrium
- Uncertainty
- Information
25 pp.32 solved problemsstudent interpretation - ECON 102
Macroeconomic Theory
Growth, consumption, investment, money, short-run demand, aggregate supply, expectations, stabilization, and open-economy macroeconomics.
- Solow growth
- Fluctuations
- Money
- Stabilization
25 pp.32 solved problemsstudent interpretation - ECON 103
Introduction to Econometrics
Univariate least squares, Gauss-Markov reasoning, inference, functional form, robust errors, time dependence, identification, and R workflows.
- OLS
- Inference
- Robust errors
- R
25 pp.32 solved problemsstudent interpretation - ECON 104
Data Science for Economists
Multivariate regression, specification, diagnostics, endogeneity, instrumental variables, binary outcomes, validation, and real-data practice.
- Multiple regression
- IV
- Binary models
- Validation
25 pp.32 solved problemsstudent interpretation
Statistics
Ten courses and 80 chapters spanning statistical reasoning, probability, inference, regression, experimental design, data mining, R, optimization, and Monte Carlo computation.
Download complete archive ZIP ↓- STATS 10
Introduction to Statistical Reasoning
Statistical questions, study design, distributions, association, probability, sampling distributions, inference, and simple regression.
- Study design
- Data summaries
- Inference
- Regression
25 pp.32 solved problemsstudent interpretation - STATS 100A
Introduction to Probability
Probability spaces, counting, conditioning, discrete and continuous random variables, vectors, transformations, expectation, and limit theorems.
- Probability
- Random variables
- Expectation
- CLT
25 pp.32 solved problemsstudent interpretation - STATS 100B
Introduction to Mathematical Statistics
Sampling distributions, likelihood, estimator quality, confidence procedures, hypothesis testing, group comparisons, ANOVA, and survey design.
- Estimation
- Likelihood
- Testing
- Sampling
25 pp.32 solved problemsstudent interpretation - STATS 100C
Linear Models
Matrix regression, projection geometry, general linear hypotheses, extra sums of squares, diagnostics, interactions, selection, and PCR.
- Matrix OLS
- F tests
- Diagnostics
- PCR
25 pp.32 solved problemsstudent interpretation - STATS 101A
Introduction to Data Analysis and Regression
Exploratory analysis, multiple regression, categorical predictors, inference, diagnostics, generalized linear models, bootstrap, and validation.
- Regression
- GLMs
- Diagnostics
- Bootstrap
25 pp.32 solved problemsstudent interpretation - STATS 101B
Introduction to Design and Analysis of Experiment
Experimental units, randomization, one-way ANOVA, contrasts, blocking, factorial designs, power, diagnostics, and reporting.
- Randomization
- ANOVA
- Factorial design
- Power
25 pp.32 solved problemsstudent interpretation - STATS 101C
Introduction to Statistical Models and Data Mining
Regularized prediction, classification, trees, ensembles, kernel methods, clustering, PCA, validation, interpretability, and deployment.
- Prediction
- Ensembles
- Clustering
- Validation
25 pp.32 solved problemsstudent interpretation - STATS 102A
Introduction to Computational Statistics with R
Reproducible R, tidy data, graphics, numerical root finding, optimization, simulation, randomization tests, bootstrap, and project practice.
- R
- Simulation
- Randomization
- Bootstrap
25 pp.32 solved problemsstudent interpretation - STATS 102B
Introduction to Computation and Optimization for Statistics
Stable matrix computation, multivariate normal models, PCA, clustering, numerical and stochastic optimization, EM, and dynamic programming.
- Matrix computing
- Optimization
- EM
- Dynamic programming
25 pp.32 solved problemsstudent interpretation - STATS 102C
Introduction to Monte Carlo Methods
Monte Carlo integration, random generation, variance reduction, importance sampling, Markov chains, Metropolis-Hastings, Gibbs sampling, and diagnostics.
- Monte Carlo
- MCMC
- Gibbs sampling
- Diagnostics
25 pp.32 solved problemsstudent interpretation
General Education
Three interdisciplinary GE supplements and 24 chapters on human physiology, sociocultural anthropology, and Korean literature and cultural history.
Download complete archive ZIP ↓- PHYSCI 5
Issues in Human Physiology: Diet and Exercise
Homeostasis, metabolism, nutrition, exercise physiology, muscle adaptation, aerobic fitness, chronic disease, and health-evidence literacy.
- Physiology
- Nutrition
- Exercise
- Health evidence
25 pp.32 solved problemsstudent interpretation - ANTHRO 3
Culture and Society
Culture, ethnography, language, kinship, exchange, power, religion, race, colonialism, globalization, and applied anthropology.
- Ethnography
- Kinship
- Power
- Globalization
25 pp.32 solved problemsstudent interpretation - KOREA 75
Introduction to Korean Literature and Culture
Korean cultural history through myth, premodern literature, Hangul, colonial modernity, division, industrialization, diaspora, and global media.
- Literature
- Cultural history
- Division
- Global media
25 pp.32 solved problemsstudent interpretation
Korean Language
The complete Korean 1-6 sequence in 48 chapters, moving from Hangul and daily conversation through intermediate grammar, reading, composition, presentation, and media.
Download complete archive ZIP ↓- KOREAN 1
Elementary Modern Korean I
Hangul, connected pronunciation, basic word order, particles, polite present tense, questions, numbers, time, and daily interaction.
- Hangul
- Particles
- Polite speech
- Daily Korean
25 pp.32 solved problemsstudent interpretation - KOREAN 2
Elementary Modern Korean II
Past and future expression, honorifics, irregular verbs, connectors, requests, permission, comparison, experience, and everyday transactions.
- Tense
- Honorifics
- Connectors
- Interaction
25 pp.32 solved problemsstudent interpretation - KOREAN 3
Elementary Modern Korean III
Relative clauses, quotation, conditions and concessions, aspect, speech levels, expanded particles, paragraph reading, conversation, and writing.
- Relative clauses
- Quotation
- Pragmatics
- Discourse
25 pp.32 solved problemsstudent interpretation - KOREAN 4
Intermediate Modern Korean I
Intermediate sentence architecture, nominalization, hearsay, discourse connectors, honorific nuance, narrative reading, composition, and presentation.
- Nominalization
- Discourse
- Composition
- Presentation
25 pp.32 solved problemsstudent interpretation - KOREAN 5
Intermediate Modern Korean II
Cohesion, passive and causative constructions, collocation, formal written style, expository reading, presentations, argument, and cultural pragmatics.
- Cohesion
- Voice
- Formal style
- Pragmatics
25 pp.32 solved problemsstudent interpretation - KOREAN 6
Intermediate Modern Korean III
Complex syntax, stance and evidentiality, Sino-Korean vocabulary, genre reading, argument writing, debate, media analysis, and integrated proficiency.
- Stance
- Genre reading
- Argument
- Media
25 pp.32 solved problemsstudent interpretation
Music
Notes for Music Industry 2 and music theory for guitar and piano, plus two guitar ensemble course records.
Download complete archive ZIP ↓- MUSIC INDUSTRY 111A
Rock/Pop Studio Ensemble I
Performance-based guitar ensemble, group creation, studio technique, and recording. No written notes are available.
- Guitar
- Ensemble
- Performance
- Recording
No notes · performance recordNO NOTES 공연 기록 - MUSIC INDUSTRY 111B
Rock/Pop Studio Ensemble II
The second performance studio in the sequence, completed on guitar. No written notes are available.
- Guitar
- Ensemble
- Creation
- Studio
No notes · performance recordNO NOTES 공연 기록 - MUSIC INDUSTRY 2
Music Industry Fundamentals
Rights, publishing, masters, labels, distribution, streaming, touring, management, marketing, data, budgets, ethics, and career design.
- Copyright
- Royalties
- Live music
- Marketing
25 pp.32 solved problemsstudent interpretation - CUSTOM NOTES
Music Theory for Guitar
A fretboard-first course in rhythm, scales, chords, CAGED, function, modes, voice leading, improvisation, songwriting, transcription, and practice.
- Fretboard
- Harmony
- Improvisation
- Ear training
36 pp.48 solved problemsstudent interpretation - CUSTOM NOTES
Music Theory for Piano
A keyboard course in notation, rhythm, scales, intervals, voicing, functional harmony, accompaniment, chromaticism, analysis, composition, and ear training.
- Keyboard
- Voice leading
- Composition
- Ear training
36 pp.48 solved problemsstudent interpretation