Skip to content

Knowledge library

Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
TqSdk
86 documents
Quantpedia
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Binance API docs
45 documents
Quantopian lectures
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
Alphalens
14 documents
WonderTrader
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

4,574 documents

Quant Q&A

The document compares QuantLib Greeks for a stylized foreign exchange option with Bloomberg values, focusing on a mismatch in theta. It explains that QuantLib's analytic Garman-Kohlhagen engine reports model theta: the derivative of option value with respect…

ForexOptionsDerivatives pricingRisk management
Quant Q&A

The note explains why an American investor who buys a U.S.-traded receipt for a Japanese company can still face foreign-exchange risk. Although the purchase and trading price are quoted in dollars, the receipt’s value reflects the underlying Japanese shares…

EquitiesForexRisk managementUS markets
Quant Q&A

The document asks how to obtain an FX option’s volatility from a surface quoted by delta and tenor. The proposed workflow first reads the at-the-money volatility, determines the option’s corresponding delta, then interpolates the volatility surface at that…

OptionsForexVolatilityDerivatives pricing
Quant Q&A

The document considers principal component analysis for estimating risk in an international equity portfolio whose stocks are denominated in several local currencies. It asks whether PCA can be applied to local stock returns separately from exchange-rate…

EquitiesForexStatisticsRisk management
Quant Q&A

The document derives the stochastic dynamics of a reverse exchange rate. If the quoted rate gives domestic currency per unit of foreign currency and follows geometric Brownian motion, the reverse rate is its reciprocal, representing foreign currency per unit…

ForexStatistics
Quant Q&A

This note compares three structured foreign-exchange derivatives: snowball, knock-in knock-out (KIKO), and target redemption forward (TRF). It describes shared features, including periodic settlements and limited potential gains paired with potentially large…

ForexDerivatives pricingRisk management
Quant Q&A

The document explains when a cross-currency swap can be viewed as two interest rate swap legs. For a typical physically delivered fixed-for-fixed or fixed-for-floating structure, each currency has its own interest cash flows, and principal exchanges must…

Fixed incomeForexDerivatives pricingRisk management
Quant Q&A

A deliverable FX forward exchanges the two contracted currencies at maturity. A non-deliverable forward instead calculates a net payment in a settlement currency from observed exchange rates on a fixing date, usually before maturity. NDFs are used where…

ForexDerivatives pricingRisk management
Quant Q&A

The document answers whether Python trading libraries can support forex strategies. It describes three routes: combine plotting tools with a broker's REST API, use a backtesting framework that accepts OHLC data regardless of instrument, or run Zipline…

ForexBacktestingExecution
Quant Q&A

The document addresses whether an exchange rate and its reciprocal, such as a currency pair and the inverted pair, should have the same at-the-money implied volatility. It models one exchange rate as a diffusion with proportional volatility and applies Itô's…

ForexVolatilityStatistics
Quant Q&A

The document outlines a proposed workflow for pricing a quanto option: estimate marginal distributions for the underlying asset and exchange rate, connect them with a copula, then calculate the expected payoff under the resulting joint distribution. Its main…

OptionsForexDerivatives pricingStatistics
Quant Q&A

The document describes the gap risk a broker can face when it immediately hedges a customer's leveraged spot FX trade with a liquidity provider. If the market jumps through a liquidation level, the customer may incur a negative balance that cannot be…

ForexSpot marketsRisk managementExecution
Quant Q&A

The document asks whether a Hurst exponent near 0.5 in one-second EUR/USD prices supports modeling developed markets as geometric Brownian motion, with constant volatility over short intervals. The author reports estimates around 0.5 from a week of February…

ForexStatisticsVolatilityMarket microstructure
Quant Q&A

The document points readers seeking research on currency baskets to two approaches. One cited paper applies principal component analysis to a basket of nine foreign-exchange pairs over a rolling two-month window. It then uses the first principal component as…

ForexStatisticsMachine learningTechnical indicators
Quant Q&A

The document examines delta hedging a quanto call when the underlying is priced in a foreign currency and the portfolio is accounted for in a domestic currency. A hedge based only on the foreign share count misses the currency conversion: the domestic value…

OptionsForexDerivatives pricingRisk management
Quant Q&A

The document explains why a simple interest-rate-differential formula may fail to match observed three-month FX forward points. It identifies cross-currency basis as the key market adjustment that emerged prominently after the global financial crisis. The…

ForexDerivatives pricingFixed income
Quant Q&A

The document asks for a historical catalog of long-term support and resistance levels, using EUR/USD as an example. It presents price zones alongside qualitative strength ratings and the year or period associated with each level. The example includes levels…

ForexTechnical indicators
Quant Q&A

The post asks how to hedge the cross gamma between interest rates and foreign exchange in a callable power reverse dual currency note. The brief answer is that this exposure may be difficult or impossible to hedge because the market has too few…

Fixed incomeForexDerivatives pricingRisk management
Quant Q&A

The question highlights a difficulty in analyzing foreign exchange rates: bilateral pairs that share a currency can move together because of changes affecting that currency. It asks whether another asset, such as gold, could serve as a common reference for…

ForexStatistics
Quant Q&A

The post explains two treasury uses of FX swaps: obtaining needed local-currency cash and putting idle balances to work through carry. In an emerging-market banking example, depositors and businesses shifted toward US dollars amid fears of devaluation, while…

ForexCarryFixed incomeRisk management
Quant Q&A

The document answers which exchange rate to enter as the spot parameter when pricing an FX option with the Garman–Kohlhagen model. Its central point is to use the current spot rate; the forward rate for the option’s expiry is already implied by the model’s…

ForexOptionsDerivatives pricing
Quant Q&A

The note asks how to define risk factors for scenario testing of a portfolio containing several currency pairs. It outlines a basic stress-testing workflow: identify portfolio-relevant drivers, specify scenarios, shock those drivers, and interpret the…

ForexRisk managementStatistics
Quant Q&A

The document responds to a beginner’s difficulty identifying widely traded ETF symbols by outlining how funds can be grouped into asset classes and investment styles. One answer points to a commercial fund-classification service and gives an example of how a…

Multi-assetEquitiesFixed incomeCommodities
Quant Q&A

The document explains how to estimate the units of a EUR/JPY spot short when the account balance is denominated in USD. The key step is to convert the available USD balance into the base currency, EUR, using the EUR/USD exchange rate. In the example,…

ForexPosition sizingExecution