├── 2025 Video Lectures ├── 1. Inverse Transform Method for Generating Random Variables │ ├── Inverse Transform Method.ipynb │ └── YouTube_Video_Link.txt.txt ├── 10. A Quant's Visual Guide to Progress │ └── YouTube_Video_Link.txt.txt ├── 11. Managing Option Portfolios with Black-Scholes Greeks │ ├── Managing Option Portfolios.ipynb │ └── YouTube_Video_Link.txt.txt ├── 12. Equity Trading and Tariffs │ ├── Equity Trading and Tariffs.ipynb │ └── YouTube_Video_Link.txt.txt ├── 13. Can AI Learn Black-Scholes │ ├── Can AI Learn Black-Scholes.ipynb │ └── YouTube_Video_Link.txt.txt ├── 14. Quant Investing for Beginners │ ├── Quant Investing Strategies for Beginners.ipynb │ └── YouTube_Video_Link.txt.txt ├── 15. How to Build an AI Trading Bot in Python │ ├── AI_Trading_Bot-main │ │ └── AI_Trading_Bot-main │ │ │ ├── alpaca.ipynb │ │ │ ├── bot.py │ │ │ ├── checklist.ipynb │ │ │ ├── equities.json │ │ │ └── openai.ipynb │ └── YouTube_Video_Link.txt.txt ├── 16. Information and Stock Price Prediction │ ├── Thinking-About-Predictive-Modeling-main │ │ └── Thinking-About-Predictive-Modeling-main │ │ │ ├── neural_network_basics.ipynb │ │ │ └── spx_returns.csv │ └── YouTube_Video_Link.txt.txt ├── 17. Analyzing Stock Returns with Principal Component Analysis in Python │ ├── PCA-Stock-Returns-main │ │ └── PCA-Stock-Returns-main │ │ │ ├── pca_stock_returns_analysis.ipynb │ │ │ └── stock_returns_2021_2022.xlsx │ └── YouTube_Video_Link.txt.txt ├── 18. Why Quant Traders Care About Pricing │ ├── YouTube_Video_Link.txt.txt │ └── pricing.ipynb ├── 19. Monte Carlo Simulation and Black-Scholes for Pricing Options │ ├── YouTube_Video_Link.txt.txt │ └── montecarlo_blackshcoles.ipynb ├── 2. Control Variates for Variance Reduction │ ├── Control Variates for Variance Reduction.ipynb │ └── YouTube_Video_Link.txt.txt ├── 20. Why Portfolio Optimization Doesn't Work │ ├── YouTube_Video_Link.txt.txt │ └── portfolio_optimization.ipynb ├── 21. Expected Stock Returns Don't Exist │ ├── ExpectedReturnsDontExist-main │ │ ├── NVDA_returns.csv │ │ └── expected_returns_dont_exist.ipynb │ └── YouTube_Video_Link.txt.txt ├── 22. How to Trade │ ├── YouTube_Video_Link.txt.txt │ └── how_to_trade.ipynb ├── 23. How to Trade Option Implied Volatility │ ├── HowToTradeOptionImpliedVolatility-main │ │ ├── How to Trade Option Implied Volatility.ipynb │ │ ├── Query Volatility.py │ │ ├── custom_volatility_5y.csv │ │ ├── implied_volatility_5y.csv │ │ └── realized_volatility_5y.csv │ └── YouTube_Video_Link.txt.txt ├── 24. Trading with Violated Model Assumptions │ ├── TradingwithViolatedModelAssumptions-main │ │ ├── Trading_with_Violated_Model_Assumptions.ipynb │ │ ├── daily_returns_2022_2025.csv │ │ ├── data.py │ │ └── stock_returns_2021_2022.xlsx │ └── YouTube_Video_Link.txt.txt ├── 25. How to Simulate Fractional Brownian Motion (fbM) via Davies-Harte │ ├── YouTube_Video_Link.txt.txt │ └── fbm.ipynb ├── 26. Is Quant Trading Gambling - Roulette, Poker, and Trading │ ├── YouTube_Video_Link.txt.txt │ └── is_quant_trading_gambling.ipynb ├── 27. A Quant Derives the Karhunen-Loève Expansion of the Brownian Bridge in Continuous-Time │ └── YouTube_Video_Link.txt.txt ├── 28. Gambler's Ruin Problem in Quant Trading │ ├── YouTube_Video_Link.txt │ └── gamblers_ruin_in_quant_trading.ipynb ├── 29. Itô's Lemma Clearly and Visually Explained │ ├── YouTube_Video_Link.txt │ └── itos_lemma.ipynb ├── 3. How to Make & Lose Money Trading │ ├── Problems with Statistics in Trading.ipynb │ └── YouTube_Video_Link.txt.txt ├── 30. Trading with the Black-Scholes Implied Volatility Surface │ ├── YouTube_Video_Link.txt │ └── the_implied_volatility_surface.ipynb ├── 31. Itô Integration Clearly and Visually Explained │ ├── YouTube_Video_Link.txt │ └── ito_integration.ipynb ├── 32. How to Price Exotic Options │ ├── YouTube_Video_Link.txt │ └── how_trading_desks_price_exotics.ipynb ├── 33. Why Monte Carlo Simulation Works │ ├── YouTube_Video_Link.txt │ └── why_monte_carlo_simulation_works.ipynb ├── 34. How to Trade with an Edge │ ├── SPX_VOL_Data.py │ ├── YouTube_Video_Link.txt │ ├── how_to_trade_with_an_edge.ipynb │ └── spy_vix_ytd_data.csv ├── 35. What Does AI Actually Learn │ ├── YouTube_Video_Link.txt │ └── what_does_ai_actually_learn.ipynb ├── 36. How to Trade with the Kelly Criterion │ ├── YouTube_Video_Link.txt │ └── how_to_trade_with_the_kelly_criterion.ipynb ├── 37. Stochastic Differential Equations for Quant Finance │ ├── YouTube_Video_Link.txt │ └── solving_stochastic_differential_equations.ipynb ├── 38. Finite Differences Option Pricing for Quant Finance │ ├── YouTube_Video_Link.txt │ └── finite_differences_option_pricing.ipynb ├── 39. Heston Stochastic Volatility Model and Fast Fourier Transforms │ ├── YouTube_Video_Link.txt │ └── heston_fft.ipynb ├── 4. Analyzing Trading Strategy Performance Over Time │ ├── When to Stop Trading a Profitable Strategy.ipynb │ └── YouTube_Video_Link.txt.txt ├── 40. Quant Trader on Retail vs Institutional Trading │ ├── YouTube_Video_Link.txt │ └── quant_explains_retail_institutional_trading.ipynb ├── 41. How to Build a Volatility Trading Dashboard in Python with Interactive Brokers │ ├── YouTube_Video_Link.txt │ ├── dashboard.py │ └── option_trading_dashboard.py ├── 42. Quant on Trading and Investing │ ├── SPX.csv │ ├── YouTube_Video_Link.txt │ └── quant_on_trading_investing_market.ipynb ├── 43. How to Trade Implied Volatility Crush │ ├── YouTube_Video_Link.txt │ └── how_to_trade_volatility_crush_option_strategy.ipynb ├── 44. Time Series Analysis for Quant Finance │ ├── YouTube_Video_Link.txt │ └── time_series_analysis_for_quant_finance.ipynb ├── 45. How to Build an Options Volatility Trading Tool in Python with Interactive Brokers │ ├── YouTube_Video_Link.txt │ ├── analyzer.py │ └── vol_crush_trade_analyzer.py ├── 46. Is Trading Luck or Skill Quant Debunks Trading Gurus with Math │ ├── YouTube_Video_Link.txt │ └── is_trading_luck_or_skill.ipynb ├── 47. Master Volatility with ARCH & GARCH Models │ ├── YouTube_Video_Link.txt │ ├── arch_garch.ipynb │ └── ib_vol.py ├── 48. Why Trading Metrics are Misleading (Unless This is True) │ ├── YouTube_Video_Link.txt │ ├── ib_nvda.py │ └── trading_performance.ipynb ├── 49. Markov Chains for Quant Finance │ ├── YouTube_Video_Link.txt │ ├── chain_11.png │ ├── chain_22.png │ └── markov_chains.ipynb ├── 5. I Made an Open-Source Market-Making Game to Practice Trading │ ├── PracticeMarketMaking │ │ └── PracticeMarketMaking-main │ │ │ ├── CNAME │ │ │ ├── ads.txt │ │ │ ├── index.html │ │ │ └── qg_icon.png │ └── YouTube_Video_Link.txt.txt ├── 50. Why Poker Pros Make the Best Traders (It's NOT Luck) │ ├── YouTube_Video_Link.txt │ └── poker_trading.ipynb ├── 51. Hidden Markov Models for Quant Finance │ ├── NVDA_returns.csv │ ├── YouTube_Video_Link.txt │ ├── hidden_markov_models.ipynb │ ├── hmm.png │ ├── mc.png │ ├── mc2.png │ └── mc3.png ├── 52. Quant Proves Trading Cant Be Taught (But You CAN Learn This) │ ├── YouTube_Video_Link.txt │ └── proof.ipynb ├── 53. Emojis Predict Future Stock Returns │ ├── Is a Picture Worth - UCSD.pdf │ └── YouTube_Video_Link.txt ├── 54. Quant vs Discretionary Trading │ ├── NVDA_returns.csv │ ├── YouTube_Video_Link.txt │ └── quant_disc.ipynb ├── 55. How to Build an Earnings Event Trading Dashboard in Python (Interactive Brokers API) │ ├── YouTube_Video_Link.txt │ └── earnings_trading_dashboard.py ├── 56. Quant Busts 3 Trading Myths with Math │ ├── YouTube_Video_Link.txt │ └── myth_buster.ipynb ├── 57. Banks are Just Casinos (Quant Explains Why) │ ├── YouTube_Video_Link.txt │ └── banks_are_casinos.ipynb ├── 58. Why Quant Models Break │ ├── NVDA_returns.csv │ ├── YouTube_Video_Link.txt │ ├── giants.jpg │ └── why_models_break.ipynb ├── 59. Brownian Motion for Quant Finance │ ├── YouTube_Video_Link.txt │ └── brownian_motion.ipynb ├── 6. How to Trade with the Black-Scholes Model │ ├── Black-ScholesTrading.ipynb │ └── YouTube_Video_Link.txt.txt ├── 60. Is Trading Gambling - Quant Proves It's Not With Math │ ├── YouTube_Video_Link.txt │ └── is_trading_gambling.ipynb ├── 61. Central Limit Theorem for Quant Finance │ ├── NVDA_returns.csv │ ├── YouTube_Video_Link.txt │ └── clt.ipynb ├── 62. My Life as a Quant │ └── YouTube_Video_Link.txt ├── 63. Neural Networks for Quant Finance │ ├── YouTube_Video_Link.txt │ ├── football.png │ ├── football_2.png │ ├── mm.png │ ├── nn.png │ ├── nn_quant.ipynb │ └── trainvaltest.PNG ├── 64. Books that Made Me a Quant │ └── YouTube_Video_Link.txt ├── 65. Natural Language Processing for Quant Finance │ ├── YouTube_Video_Link.txt │ ├── aavs.png │ ├── doge_coin.png │ ├── doge_effect.png │ ├── doge_gov.png │ └── nlp.ipynb ├── 66. How I Cracked the Quant Interview │ └── YouTube_Video_Link.txt ├── 67. How Physics Accidentally Proved the Black-Scholes Model │ ├── YouTube_Video_Link.txt │ └── fk_bs.ipynb ├── 68. I Ranked the Best College Majors for Becoming a Quant │ └── YouTube_Video_Link.txt ├── 69. Quant Explains Algorithmic Market-Making │ ├── YouTube_Video_Link.txt │ └── htmam.ipynb ├── 7. Martingale Volatility Trading │ ├── Martingale Volatility Trading.ipynb │ └── YouTube_Video_Link.txt.txt ├── 70. Non-Target to Quant How to Get a Quant Job in 3 Steps │ └── YouTube_Video_Link.txt ├── 71. Markov Property for Quant Finance │ ├── YouTube_Video_Link.txt │ └── mp.ipynb ├── 8. Why is the Definition of a Derivative Useful │ └── YouTube_Video_Link.txt.txt └── 9. Delta Hedging and Black-Scholes Prices │ ├── Delta Hedging Trading Strategy.ipynb │ └── YouTube_Video_Link.txt.txt └── README.md /2025 Video Lectures/1. Inverse Transform Method for Generating Random Variables/Inverse Transform Method.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/1. Inverse Transform Method for Generating Random Variables/Inverse Transform Method.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/1. Inverse Transform Method for Generating Random Variables/YouTube_Video_Link.txt.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/1WB8PtKnaqU -------------------------------------------------------------------------------- /2025 Video Lectures/10. A Quant's Visual Guide to Progress/YouTube_Video_Link.txt.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/QBx-KCvNQBQ -------------------------------------------------------------------------------- /2025 Video Lectures/11. Managing Option Portfolios with Black-Scholes Greeks/Managing Option Portfolios.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/11. Managing Option Portfolios with Black-Scholes Greeks/Managing Option Portfolios.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/11. Managing Option Portfolios with Black-Scholes Greeks/YouTube_Video_Link.txt.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/Augr2c-PMc4 -------------------------------------------------------------------------------- /2025 Video Lectures/12. Equity Trading and Tariffs/Equity Trading and Tariffs.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/12. Equity Trading and Tariffs/Equity Trading and Tariffs.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/12. Equity Trading and Tariffs/YouTube_Video_Link.txt.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/Yms19aI3eu4 -------------------------------------------------------------------------------- /2025 Video Lectures/13. Can AI Learn Black-Scholes/Can AI Learn Black-Scholes.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/13. Can AI Learn Black-Scholes/Can AI Learn Black-Scholes.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/13. Can AI Learn Black-Scholes/YouTube_Video_Link.txt.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/aRr3chiwkrI -------------------------------------------------------------------------------- /2025 Video Lectures/14. Quant Investing for Beginners/Quant Investing Strategies for Beginners.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/14. Quant Investing for Beginners/Quant Investing Strategies for Beginners.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/14. Quant Investing for Beginners/YouTube_Video_Link.txt.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/aBfkf_0YsCY -------------------------------------------------------------------------------- /2025 Video Lectures/15. How to Build an AI Trading Bot in Python/AI_Trading_Bot-main/AI_Trading_Bot-main/alpaca.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/15. How to Build an AI Trading Bot in Python/AI_Trading_Bot-main/AI_Trading_Bot-main/alpaca.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/15. 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Information and Stock Price Prediction/Thinking-About-Predictive-Modeling-main/Thinking-About-Predictive-Modeling-main/spx_returns.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/16. Information and Stock Price Prediction/Thinking-About-Predictive-Modeling-main/Thinking-About-Predictive-Modeling-main/spx_returns.csv -------------------------------------------------------------------------------- /2025 Video Lectures/16. Information and Stock Price Prediction/YouTube_Video_Link.txt.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/df9arrckvL8 -------------------------------------------------------------------------------- /2025 Video Lectures/17. 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How to Trade with an Edge/SPX_VOL_Data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/34. How to Trade with an Edge/SPX_VOL_Data.py -------------------------------------------------------------------------------- /2025 Video Lectures/34. How to Trade with an Edge/YouTube_Video_Link.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/NlqpDB2BhxE -------------------------------------------------------------------------------- /2025 Video Lectures/34. How to Trade with an Edge/how_to_trade_with_an_edge.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/34. 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Finite Differences Option Pricing for Quant Finance/YouTube_Video_Link.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/uzbveN8n34U -------------------------------------------------------------------------------- /2025 Video Lectures/38. Finite Differences Option Pricing for Quant Finance/finite_differences_option_pricing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/38. Finite Differences Option Pricing for Quant Finance/finite_differences_option_pricing.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/39. Heston Stochastic Volatility Model and Fast Fourier Transforms/YouTube_Video_Link.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/2-oAlnZV6hA -------------------------------------------------------------------------------- /2025 Video Lectures/39. Heston Stochastic Volatility Model and Fast Fourier Transforms/heston_fft.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/39. Heston Stochastic Volatility Model and Fast Fourier Transforms/heston_fft.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/4. 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I Made an Open-Source Market-Making Game to Practice Trading/PracticeMarketMaking/PracticeMarketMaking-main/CNAME: -------------------------------------------------------------------------------- 1 | www.practicemarketmaking.com -------------------------------------------------------------------------------- /2025 Video Lectures/5. I Made an Open-Source Market-Making Game to Practice Trading/PracticeMarketMaking/PracticeMarketMaking-main/ads.txt: -------------------------------------------------------------------------------- 1 | google.com, pub-1394867867914611, DIRECT, f08c47fec0942fa0 -------------------------------------------------------------------------------- /2025 Video Lectures/5. 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Quant Proves Trading Cant Be Taught (But You CAN Learn This)/proof.ipynb -------------------------------------------------------------------------------- /2025 Video Lectures/53. Emojis Predict Future Stock Returns/Is a Picture Worth - UCSD.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/53. Emojis Predict Future Stock Returns/Is a Picture Worth - UCSD.pdf -------------------------------------------------------------------------------- /2025 Video Lectures/53. Emojis Predict Future Stock Returns/YouTube_Video_Link.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/915-fyEM9l8 -------------------------------------------------------------------------------- /2025 Video Lectures/54. Quant vs Discretionary Trading/NVDA_returns.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/54. Quant vs Discretionary Trading/NVDA_returns.csv -------------------------------------------------------------------------------- /2025 Video Lectures/54. Quant vs Discretionary Trading/YouTube_Video_Link.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/3gblERSSHXI -------------------------------------------------------------------------------- /2025 Video Lectures/54. Quant vs Discretionary Trading/quant_disc.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/54. 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My Life as a Quant/YouTube_Video_Link.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/n1Z90Iwc_co -------------------------------------------------------------------------------- /2025 Video Lectures/63. Neural Networks for Quant Finance/YouTube_Video_Link.txt: -------------------------------------------------------------------------------- 1 | https://youtu.be/n5acv8R-lN8 -------------------------------------------------------------------------------- /2025 Video Lectures/63. Neural Networks for Quant Finance/football.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/romanmichaelpaolucci/Quant-Guild-Library/HEAD/2025 Video Lectures/63. Neural Networks for Quant Finance/football.png -------------------------------------------------------------------------------- /2025 Video Lectures/63. 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