Quant-Guild-Library
A library of Jupyter notebooks and corresponding YouTube lectures by Roman Paolucci
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- Inverse Transform Method.ipynb
- YouTube_Video_Link.txt.txt
- YouTube_Video_Link.txt.txt
- Managing Option Portfolios.ipynb
- YouTube_Video_Link.txt.txt
- Equity Trading and Tariffs.ipynb
- YouTube_Video_Link.txt.txt
- Can AI Learn Black-Scholes.ipynb
- YouTube_Video_Link.txt.txt
- Quant Investing Strategies for Beginners.ipynb
- YouTube_Video_Link.txt.txt
- alpaca.ipynb
- bot.py
- checklist.ipynb
- equities.json
- openai.ipynb
- YouTube_Video_Link.txt.txt
- neural_network_basics.ipynb
- spx_returns.csv
- YouTube_Video_Link.txt.txt
- pca_stock_returns_analysis.ipynb
- stock_returns_2021_2022.xlsx
- YouTube_Video_Link.txt.txt
- pricing.ipynb
- YouTube_Video_Link.txt.txt
- montecarlo_blackshcoles.ipynb
- YouTube_Video_Link.txt.txt
- Control Variates for Variance Reduction.ipynb
- YouTube_Video_Link.txt.txt
- portfolio_optimization.ipynb
- YouTube_Video_Link.txt.txt
- expected_returns_dont_exist.ipynb
- NVDA_returns.csv
- YouTube_Video_Link.txt.txt
- how_to_trade.ipynb
- YouTube_Video_Link.txt.txt
- custom_volatility_5y.csv
- How to Trade Option Implied Volatility.ipynb
- implied_volatility_5y.csv
- Query Volatility.py
- realized_volatility_5y.csv
- YouTube_Video_Link.txt.txt
- daily_returns_2022_2025.csv
- data.py
- stock_returns_2021_2022.xlsx
- Trading_with_Violated_Model_Assumptions.ipynb
- YouTube_Video_Link.txt.txt
- fbm.ipynb
- YouTube_Video_Link.txt.txt
- is_quant_trading_gambling.ipynb
- YouTube_Video_Link.txt.txt
- YouTube_Video_Link.txt.txt
- gamblers_ruin_in_quant_trading.ipynb
- YouTube_Video_Link.txt
- itos_lemma.ipynb
- YouTube_Video_Link.txt
- Problems with Statistics in Trading.ipynb
- YouTube_Video_Link.txt.txt
- the_implied_volatility_surface.ipynb
- YouTube_Video_Link.txt
- ito_integration.ipynb
- YouTube_Video_Link.txt
- how_trading_desks_price_exotics.ipynb
- YouTube_Video_Link.txt
- why_monte_carlo_simulation_works.ipynb
- YouTube_Video_Link.txt
- how_to_trade_with_an_edge.ipynb
- SPX_VOL_Data.py
- spy_vix_ytd_data.csv
- YouTube_Video_Link.txt
- what_does_ai_actually_learn.ipynb
- YouTube_Video_Link.txt
- how_to_trade_with_the_kelly_criterion.ipynb
- YouTube_Video_Link.txt
- solving_stochastic_differential_equations.ipynb
- YouTube_Video_Link.txt
- finite_differences_option_pricing.ipynb
- YouTube_Video_Link.txt
- heston_fft.ipynb
- YouTube_Video_Link.txt
- When to Stop Trading a Profitable Strategy.ipynb
- YouTube_Video_Link.txt.txt
- quant_explains_retail_institutional_trading.ipynb
- YouTube_Video_Link.txt
- dashboard.py
- option_trading_dashboard.py
- YouTube_Video_Link.txt
- quant_on_trading_investing_market.ipynb
- SPX.csv
- YouTube_Video_Link.txt
- how_to_trade_volatility_crush_option_strategy.ipynb
- YouTube_Video_Link.txt
- time_series_analysis_for_quant_finance.ipynb
- YouTube_Video_Link.txt
- analyzer.py
- vol_crush_trade_analyzer.py
- YouTube_Video_Link.txt
- is_trading_luck_or_skill.ipynb
- YouTube_Video_Link.txt
- arch_garch.ipynb
- ib_vol.py
- YouTube_Video_Link.txt
- ib_nvda.py
- trading_performance.ipynb
- YouTube_Video_Link.txt
- chain_11.png
- chain_22.png
- markov_chains.ipynb
- YouTube_Video_Link.txt
- ads.txt
- CNAME
- index.html
- qg_icon.png
- YouTube_Video_Link.txt.txt
- poker_trading.ipynb
- YouTube_Video_Link.txt
- hidden_markov_models.ipynb
- hmm.png
- mc.png
- mc2.png
- mc3.png
- NVDA_returns.csv
- YouTube_Video_Link.txt
- proof.ipynb
- YouTube_Video_Link.txt
- Is a Picture Worth - UCSD.pdf
- YouTube_Video_Link.txt
- NVDA_returns.csv
- quant_disc.ipynb
- YouTube_Video_Link.txt
- earnings_trading_dashboard.py
- YouTube_Video_Link.txt
- myth_buster.ipynb
- YouTube_Video_Link.txt
- banks_are_casinos.ipynb
- YouTube_Video_Link.txt
- giants.jpg
- NVDA_returns.csv
- why_models_break.ipynb
- YouTube_Video_Link.txt
- brownian_motion.ipynb
- YouTube_Video_Link.txt
- Black-ScholesTrading.ipynb
- YouTube_Video_Link.txt.txt
- is_trading_gambling.ipynb
- YouTube_Video_Link.txt
- clt.ipynb
- NVDA_returns.csv
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- football.png
- football_2.png
- mm.png
- nn.png
- nn_quant.ipynb
- trainvaltest.PNG
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- aavs.png
- doge_coin.png
- doge_effect.png
- doge_gov.png
- nlp.ipynb
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- fk_bs.ipynb
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- htmam.ipynb
- YouTube_Video_Link.txt
- Martingale Volatility Trading.ipynb
- YouTube_Video_Link.txt.txt
- YouTube_Video_Link.txt
- mp.ipynb
- YouTube_Video_Link.txt
- shell_code.py
- video_code.py
- YouTube_Video_Link.txt
- htpowmc.ipynb
- YouTube_Video_Link.txt
- final_product.py
- video_code.py
- YouTube_Video_Link.txt
- bilp.ipynb
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- NVDA_returns.csv
- pt_wmsfl.ipynb
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt.txt
- Delta Hedging Trading Strategy.ipynb
- YouTube_Video_Link.txt.txt
- blmpfm.ipynb
- get_required_data.py
- YouTube_Video_Link.txt
- qas3m.ipynb
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- qfi3m.ipynb
- YouTube_Video_Link.txt
- Gaussian_Cookbook_Link.txt
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- httcc.ipynb
- YouTube_Video_Link.txt
- htobs.ipynb
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- Video_Source_Code.txt
- YouTube_Video_Link.txt
- Video_Source_Code.txt
- YouTube_Video_Link.txt
- retail_problem.ipynb
- YouTube_Video_Link.txt
- wyts.ipynb
- YouTube_Video_Link.txt
- httcc.ipynb
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- haqep.ipynb
- ibkr_data.py
- YouTube_Video_Link.txt
- haqep.ipynb
- ibkr_data.py
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- no_you_dont_need_to_backtest.ipynb
- YouTube_Video_Link.txt
- optdata.py
- riveot.ipynb
- YouTube_Video_Link.txt
- dvh.ipynb
- YouTube_Video_Link.txt
- sp.ipynb
- spy_stock_data.py
- YouTube_Video_Link.txt
- sp.ipynb.ipynb
- sp_clean_no_outputs.ipynb
- spy_kmlm_data.py
- jp.py
- mln.ipynb
- wtsds.ipynb
- YouTube_Video_Link.txt
- htbats.ipynb
- YouTube_Video_Link.txt
- bse.ipynb
- get_hedge_data.py
- get_spy_data.py
- YouTube_Video_Link.txt
- tooi.ipynb
- YouTube_Video_Link.txt
- alpha_beta.ipynb
- get_portfolio_data.py
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- analytics.cpython-310.pyc
- analytics.cpython-314.pyc
- app.cpython-314.pyc
- charts.cpython-310.pyc
- charts.cpython-314.pyc
- generate_sample_data.cpython-314.pyc
- style.css
- upload.js
- base.html
- dashboard.html
- index.html
- analytics.py
- app.py
- charts.py
- generate_sample_data.py
- README.md
- requirements.txt
- sample_portfolio_returns.csv
- app.cpython-314.pyc
- pricing.cpython-310.pyc
- pricing.cpython-314.pyc
- app.js
- style.css
- index.html
- app.py
- pricing.py
- README.md
- requirements.txt
- smoke_test.py
- algorithms.cpython-310.pyc
- algorithms.cpython-314.pyc
- complexity.cpython-310.pyc
- complexity.cpython-314.pyc
- grid.cpython-310.pyc
- grid.cpython-314.pyc
- main.cpython-314.pyc
- _smoke_ui.py
- algorithms.py
- complexity.py
- grid.py
- main.py
- README.md
- requirements.txt
- test_algorithms.py
- README.md
- YouTube_Video_Link.txt
- drag_drop.cpython-314.pyc
- class.png
- drag_drop.py
- home2.png
- ninja_guy.jpg
- schoolwork.png
- stick_guy.jpg
- stick_guy_red.png
- drag_drop.cpython-314.pyc
- customers.png
- drag_drop.py
- lemonade_stand.jpg
- money.png
- nice.png
- rain.png
- stick_guy.jpg
- stick_guy_red.png
- stormy.png
- sunglasse.png
- drag_drop.cpython-314.pyc
- drag_drop.py
- money.png
- ninja_guy.jpg
- nyse.png
- people.png
- stick_guy.jpg
- stick_guy_red.png
- drag_drop.cpython-314.pyc
- aapl.png
- basket.png
- cigna.png
- drag_drop.py
- google2.png
- money.png
- nice.png
- nvda2.png
- stick_guy.jpg
- drag_drop.cpython-314.pyc
- aapl.png
- basket.png
- cigna.png
- drag_drop.py
- google2.png
- gslogo.png
- money.png
- nice.png
- nvda2.png
- rain.png
- stick_guy.jpg
- stormy.png
- YouTube_Video_Link.txt
- app.cpython-314.pyc
- pricing.cpython-310.pyc
- pricing.cpython-314.pyc
- simulator.cpython-310.pyc
- simulator.cpython-314.pyc
- app.js
- style.css
- index.html
- app.py
- pricing.py
- README.md
- requirements.txt
- simulator.py
- analytics.cpython-310.pyc
- analytics.cpython-314.pyc
- app.cpython-314.pyc
- fd_solver.cpython-310.pyc
- fd_solver.cpython-314.pyc
- mc_pricer.cpython-310.pyc
- mc_pricer.cpython-314.pyc
- style.css
- app.js
- index.html
- analytics.py
- app.py
- fd_solver.py
- mc_pricer.py
- README.md
- requirements.txt
- smoke_test.py
- app.cpython-314.pyc
- market_sim.cpython-314.pyc
- order_book.cpython-314.pyc
- app.py
- market_sim.py
- order_book.py
- README.md
- requirements.txt
- test_order_book.py
- YouTube_Video_Link.txt
- build_dashboard.cpython-314.pyc
- build_dashboard.py
- spy_data.py
- YouTube_Video_Link.txt
- __init__.cpython-314.pyc
- executor.cpython-314.pyc
- loop.cpython-314.pyc
- schemas.cpython-314.pyc
- __init__.py
- executor.py
- loop.py
- schemas.py
- __init__.cpython-314.pyc
- chat_store.cpython-314.pyc
- policy.cpython-314.pyc
- scheduler.cpython-314.pyc
- store.cpython-314.pyc
- ux_state.cpython-314.pyc
- __init__.py
- chat_store.py
- policy.py
- scheduler.py
- store.py
- ux_state.py
- chat_history.json
- goals.json
- holdings.json
- objectives.json
- state.json
- theses.json
- trades.json
- ux_state.json
- __init__.cpython-314.pyc
- ui_portfolio.cpython-314.pyc
- __init__.py
- ui_portfolio.py
- __init__.cpython-314.pyc
- objectives.cpython-314.pyc
- sizing.cpython-314.pyc
- __init__.py
- objectives.py
- sizing.py
- terminal.css
- app.js
- index.html
- .env
- .env.example
- app.py
- config.py
- requirements.txt
- smoketest_agent.py
- smoketest_openai.py
- smoketest_tws.py
- YouTube_Video_Link.txt
- abm_left_abm_increment_distribution_right.html
- abm_left_gbm_increment_distribution_right.html
- abmgbm.ipynb
- black_scholes_pde_4panel_animation.html
- YouTube_Video_Link.txt
- vol_drag.ipynb
- YouTube_Video_Link.txt
- app.cpython-314.pyc
- ib_client.cpython-310.pyc
- ib_client.cpython-314.pyc
- strategies.cpython-310.pyc
- strategies.cpython-314.pyc
- app.py
- ib_client.py
- README.md
- requirements.txt
- strategies.py
- app.cpython-314.pyc
- markovian_lifting.cpython-310.pyc
- markovian_lifting.cpython-314.pyc
- rough_vol.cpython-310.pyc
- rough_vol.cpython-314.pyc
- signatures.cpython-310.pyc
- signatures.cpython-314.pyc
- app.py
- markovian_lifting.py
- README.md
- requirements.txt
- rough_vol.py
- signatures.py
- app.cpython-314.pyc
- benchmark.cpython-314.pyc
- latency_benchmark.cpython-314.pyc
- mc_numba._price_kernel-32.py314.1.nbc
- mc_numba._price_kernel-32.py314.nbi
- mc_numba.cpython-314.pyc
- mc_numpy.cpython-314.pyc
- mc_python.cpython-314.pyc
- mc_cython.cp314-win_amd64.pyd
- mc_cython.cp314-win_amd64.exp
- mc_cython.cp314-win_amd64.lib
- mc_cython.obj
- app.py
- benchmark.py
- latency_benchmark.py
- latency_results.png
- mc_cython.c
- mc_cython.cp314-win_amd64.pyd
- mc_cython.pyx
- mc_numba.py
- mc_numpy.py
- mc_python.py
- mc_speedup.png
- README.md
- requirements.txt
- setup.py
- YouTube_Video_Link.txt
- crash.ipynb
- data.py
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- sulp.ipynb
- YouTube_Video_Link.txt
- eft.ipynb
- YouTube_Video_Link.txt
- iat.ipynb
- YouTube_Video_Link.txt
- capm.ipynb
- YouTube_Video_Link.txt
- Optiver_optimal_dice_roll_question_solution.pdf
- YouTube_Video_Link.txt
- t5_qfp.ipynb
- YouTube_Video_Link.txt
- e_ft.ipynb
- YouTube_Video_Link.txt
- ppfqf.ipynb
- YouTube_Video_Link.txt
- rnop.ipynb
- YouTube_Video_Link.txt
- quant_guild_live_iVol_source_code.py
- video_code.py
- YouTube_Video_Link.txt
- volterra.ipynb
- YouTube_Video_Link.txt
- Project_Source_Code.txt
- YouTube_Video_Link.txt
- spx_vix.csv
- wva.ipynb
- YouTube_Video_Link.txt
- ff.ipynb
- README.md
- YouTube_Video_Link.txt
- bsiv.ipynb
- spx.csv
- spx_vix.csv
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- gs-volatility_swaps.pdf
- qg-volatility_swaps_draft.pdf
- qg-volatility_swaps_final.pdf
- YouTube_Video_Link.txt
- kffqf.ipynb
- vix.csv
- YouTube_Video_Link.txt
- spx.csv
- wmtf.ipynb
- YouTube_Video_Link.txt
- hpqf.ipynb
- YouTube_Video_Link.txt
- kts.py
- ktsmr.ipynb
- YouTube_Video_Link.txt
- data.py
- wnpt.ipynb
- YouTube_Video_Link.txt
- ib_data_hourly.py
- qebp.ipynb
- Survivorship-bias.svg
- YouTube_Video_Link.txt
- fetch_historical_data.py
- video_code.py
- YouTube_Video_Link.txt
- YouTube_Video_Link.txt
- wheel.cpython-310.pyc
- README.md
# Installation Guide
1. Get the code
git clone https://github.com/romanmichaelpaolucci/Quant-Guild-Library
Downloads the entire project code from GitHub to your computer.
cd Quant-Guild-Library
Moves into the project folder you just downloaded.
2. Python
Easy RecommendedPrerequisites
โ ๏ธ This is a large repository, so this method may point to an internal sub-package rather than the actual core product. Check the full README as well.
pip install -r 2026 Video Lectures/130. Projects to Help you Become a Quant (Beginner)/01 - Quant Trader/01 - Intro - Trading Dashboard/requirements.txt
Installs the Python libraries listed in requirements.txt (or similar).
jupyter notebook
Launches Jupyter in your browser so you can open and run the notebook (.ipynb) files.
If it runs without errors and prints output in the terminal, it worked.
// repository documentation
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