From money-management stories to quant strategies: a 15-stage loop that turns financial knowledge into actionable investing skills.
Educational Disclaimer:All content on this platform (including AI reviews) is for educational purposes only and does not constitute investment advice, securities recommendations, or asset management services. Past performance does not indicate future returns.
Stages 1–3 free with login · Stage 4 review HK$38.88 · See pricing
Whether you're a finance beginner or a self-taught investor, you'll find your starting point here.
Don't know the difference between funds and stocks? Start from the right place.
Have a steady income and want a systematic way to manage your savings.
You've consumed lots of fragmented content but lack a practical, actionable framework.
Want to validate investment ideas with Python but don't know where to start.
Not just watching videos— you'll calculate, build, and verify with your own hands.
Starting from basic arithmetic and real-life money stories, no finance background needed— you'll gradually grasp the intuition behind every formula.
After submitting chapter answers, AI automatically scores, diagnoses weak spots, and gives review recommendations. Essay questions are graded with a structured rubric too.
Optional labs covering compound-interest simulations, DCF, portfolio optimization, options pricing, and strategy backtesting, connected to the frontend via FastAPI.
Stage 15 turns your investment ideas into verifiable strategies, helping you spot look-ahead bias, overfitting, survivorship bias, and other common pitfalls.
After completing the course, you'll be able to produce your own investment playbook (examples below are illustrative).
I used to read financial articles without really understanding them. After the first 8 stages, I could finally write my own investment playbook.
Illustrative example, not a real user
AI review tells me where I went wrong, not just a score. That feedback is crucial for self-study.
Illustrative example, not a real user
The most valuable part was Stage 15— it was the first time I ran my own strategy backtest in Python.
Illustrative example, not a real user
These figures are course-design targets and content scope, not actual user completion rates or satisfaction scores.
After Stage 6, students produce a v1 playbook covering goals, risk tolerance, asset allocation, and rebalancing rules. The sample has been anonymized.
View Stage DetailsIt's not a degree— it's a capability benchmark. We've compressed the core investment knowledge of a university finance major into a practical, executable path.
Covers the core content of 4–6 courses: investments, corporate finance, fixed income, portfolio management, derivatives, and quantitative methods.
The knowledge system closely maps to all CFA Level I modules and the equity, fixed income, and derivatives sections of Level II, emphasizing practical application over exam prep.
From money-management stories to options pricing, from portfolio optimization to Python strategy backtesting— you'll finally be able to independently validate your own investment ideas.
The above is an experiential benchmark for knowledge coverage and does not represent any official degree or certification.
Stages 1–3 are the open required path; Stage 4 is optional review; later stages are updating.
Compounding mindset, inflation & IRR, risk metrics. Current required path ends here.
Start HereOptional one-course fee: fused refresh + practice project — not required for the core path.
View review & practiceValuation, macro, handbook, bonds, portfolios, options, backtests — content is being updated.
View stage listEvery open stage follows a closed loop: Story → Math → Practice → Application
Each stage begins with a real-life scenario to build intuition before introducing formulas.
Each chapter includes hand-calculation exercises so you understand the why, not just memorize conclusions.
273 exercises from easy to hard: instant feedback on objective questions, AI review for comprehensive ones.
Stages 8 and 14 produce v1 and v2 of your Personal Investment Playbook— truly executable.
Each stage includes real-world stories, financial concepts, mathematical principles, chapter exercises, AI review, and Python labs; later stages are updating
Think in opportunity cost; compute compounding, discounting, and EAR by hand.
Separate nominal vs real rates; compute purchasing power and IRR.
Describe risk in probability language; understand expectation, volatility, drawdown, and VaR.
Connect compounding, real returns, and risk checks on one money scenario.
Found a stage that interests you?
You don't need to be a genius or have high-end equipment. With basic arithmetic, you can start building your own investment strategy.
