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Built for self-learners and career changers who want real understanding—not surface-level tutorials. Every derivation shown. Every step explained.
Five independent domains, each with its own curriculum. Pick what interests you and check the math prerequisites below.
Order in apparent randomness • 8-10 weeks
Deterministic systems with unpredictable behavior. Fractals, strange attractors, and sensitive dependence.
Math Prerequisites:The mathematics of secrets • 10-12 weeks
Secure communication and zero-knowledge proofs. From classical ciphers to modern cryptographic protocols.
Math Prerequisites:Strategic thinking & equilibrium • 8-10 weeks
Analyze strategic interactions and design optimal mechanisms. From Nash equilibrium to auction theory.
Math Prerequisites:From regression to deep learning • 12-16 weeks
Master the algorithms powering modern AI. Build models from scratch with complete mathematical understanding.
Math Prerequisites:From mechanics to quantum • 10-14 weeks
Understand the mathematical laws governing nature. Classical mechanics through quantum fundamentals.
Math Prerequisites:Shared mathematical prerequisites used across tracks. Complete these based on what your chosen track requires.
Essential for most tracks. Start here.
Probability and optimization power many applications.
Required for specific domains.
Learn at your own pace with structured content. We start from fundamentals and build up rigorously.
Transition into ML, quant, or technical roles with the mathematical depth employers look for.
Supplement coursework with intuitive explanations and visualizations that make concepts click.
Fill gaps in mathematical foundations. Understand the "why" behind the tools you use.
Every theorem proven. Every algorithm derived. Full mathematical rigor with nothing skipped or hand-waved.
See concepts in action. Manipulate parameters, watch algorithms converge, and build intuition through exploration.
Implement what you learn. Coding exercises and debug challenges that reinforce understanding through practice.
Pick a track that matches your goals. Check the prerequisites, then dive into the domain content.