Goal templates
Pick a goal. The sources are already found.
Each template comes with free, hand-picked lectures, readings and papers. Start one and Confu brings them into a session and builds a plan around your level, deadline and hours.
- Machine learningDeep learningNeural networks from scratchFrom a single neuron to backpropagation you could code yourself.6 sources · 2 weeks · beginner
- Machine learningLLMsTransformers and large language modelsHow ChatGPT-style models work, down to attention and a GPT you build yourself.7 sources · 3 weeks · intermediate
- Machine learningReinforcement learningReinforcement learning, from basics to PPOAgents, rewards and policies, up to the algorithm behind RLHF.5 sources · 4 weeks · intermediate
- MathsBeginnerLinear algebra, the visual wayVectors, matrices and eigenvectors you can actually picture.8 sources · 2 weeks · beginner
- MathsBeginnerThe essence of calculusDerivatives and integrals as ideas, not just rules.6 sources · 2 weeks · beginner
- Machine learningMachine learning foundationsRegression, classification and how models generalise.5 sources · 4 weeks · intermediate
- ProgrammingBeginnerLearn PythonFrom zero to writing your own small programs.4 sources · 3 weeks · beginner
- ProgrammingComputer scienceAlgorithms and data structuresThe interview and exam staples, understood rather than memorised.4 sources · 4 weeks · intermediate
- ResearchMachine learningTen landmark AI papersThe papers modern AI is built on, read the researcher's way.10 sources · 5 weeks · intermediate
- PhysicsComputer scienceQuantum computing for the curiousQubits, gates and circuits, without a physics degree.2 sources · 2 weeks · beginner
- Study skillsBeginnerThe science of learningHow memory works, and how to study so things stick.3 sources · 1 week · beginner
- PhysicsExamElectric charges and fieldsCharge, Coulomb's law, fields and dipoles, from an open textbook.5 sources · 2 weeks · beginner · starts as an exam session
- PhysicsExamGauss's lawFlux, symmetry, and the field of a sphere and a line.5 sources · 2 weeks · beginner · starts as an exam session
- PhysicsExamElectric potentialPotential energy, potential, and the potential of a point charge.4 sources · 2 weeks · beginner · starts as an exam session
- PhysicsExamCapacitanceCapacitors, series and parallel, energy, and a dielectric.5 sources · 2 weeks · beginner · starts as an exam session