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Investing
Trading strategies ranked S tier to F tier: day trading, swing trading, value investing, index funds and multi-factor investing, with the Intel and PayPal data.
See multi-factor portfolios ↗
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Algo trading
A 20-step process for developing a trading strategy: backtesting, inspecting backtest events, walk-forward optimization, out-of-sample testing, and paper trading.
Take the algorithmic trading course ↗
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Market cap
Backtest a top-five market-cap strategy rebalanced every two weeks: $100,000 grew to $415,000 versus $246,000 for the S&P 500. See the rules, costs and drawdown.
Copy this portfolio ↗
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AI avatars
Build an AI avatar with voice cloning, Dots TTS, HeyGen and Remotion. Austin Starks walks through his seven-step workflow from portrait to finished video.
Read the voice-cloning guide ↗
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Software design
Design software systems with AI before writing code. Learn a workflow for design reviews, implementation, adversarial code review, testing and CI/CD.
Learn to build AI agents ↗
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Algo trading
Before deploying an AI trading bot, review this checklist covering data bias, overfitting, walk-forward analysis, backtesting, and paper trading.
Take the algorithmic trading course ↗
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AI trading
Austin Starks puts $25,000 into an AI trading strategy, audits the backtests, and shares his Public Portfolio Challenge. Watch and explore the portfolio.
View this portfolio ↗