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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 derives an adjusted covered interest rate parity relationship by comparing two ways to hold value across currencies. In the basic setup, an investor converts currency at spot and invests at one interest rate, while the alternative invests in the…

ForexFixed incomeDerivatives pricingArbitrage
Quant Q&A

The document asks how to offset the delta of a long USD/SGD call by shorting another call rather than trading spot. It gives an example of a one-million-dollar call near the strike, whose delta is described as approximately positive 0.5, and asks how a short…

ForexOptionsDerivatives pricingRisk management
Quant Q&A

The document outlines a PCA workflow for studying relationships among selected assets and constructing portfolio spreads. It recommends converting price histories to log returns and centering the observations, then calculating a covariance matrix; a…

StatisticsPortfolio constructionForexMean reversion
Quant Q&A

The document considers an apparent rise in USD/TRY where the displayed candles seemed to show no prior close below the later price. The questioner wonders whether the move reflects a glitch or genuine price direction. The accepted explanation attributes the…

ForexMarket microstructure
Quant Q&A

The document compiles user reports about EODData’s historical and intraday market data, including equities, indices, foreign exchange, commodities, and options. Reported problems include missing records, stale files, price spikes and scale errors, absent…

EquitiesForexCommoditiesBacktesting
Quant Q&A

The document examines whether an exchange-rate series such as AUD/USD should itself be called a financial asset. It separates the currency from a quoted rate and from a transaction or contract involving two currencies. One answer recommends describing the…

ForexDerivatives pricing
Quant Q&A

The exchange clarifies how to interpret probabilities inferred from prices of binary FX options. The answer says the probability associated with a binary paying when the terminal forward exceeds its strike is a risk-neutral probability under the forward…

ForexOptionsDerivatives pricing
Quant Q&A

The exchange considers whether fields in DTCC dashboard data can identify whether a non-deliverable forward (NDF) FX trade was buyer- or seller-initiated. The respondent reviews transaction attributes such as event type, clearing status, package indicators,…

ForexMarket microstructureExecution
Quant Q&A

The document explains how currency translation changes the return variance of a foreign equity portfolio. It expresses a European investor’s return as the US equity return combined with the EURUSD exchange-rate return, then expands variance into the equity…

ForexEquitiesRisk managementPortfolio construction
Quant Q&A

The document explains how price differences across separate markets can support paired relative-value positions when only one currency can move between venues. It converts quoted exchange rates into the cost of each traded currency in terms of the…

ArbitragePairs tradingForexExecution
Quant Q&A

The discussion examines whether long or short foreign-exchange positions have greater potential losses, using EUR/USD and an account denominated in EUR. It distinguishes the value of a currency position from the financing assumptions in a broker example.…

ForexRisk managementStatistics
Quant Q&A

This note derives the change of probability measure from the domestic risk-neutral measure to the foreign risk-neutral measure for a foreign/domestic exchange rate. It starts from the domestic-measure exchange-rate dynamics and uses the ratio of domestic…

ForexDerivatives pricingStatistics
Quant Q&A

The document explains why a dealer issuing currency-protected Nikkei put warrants may need to trade the Nikkei as well as yen. The dealer’s assets were a varied set of yen-valued Nikkei puts, while its liabilities were a more homogeneous set of dollar-valued…

OptionsEquitiesForexRisk management
Quant Q&A

The document distinguishes the market-risk protection provided by an FX forward from the credit exposure that remains before settlement. Fixing an exchange rate can protect a party against adverse currency moves at delivery, but it does not ensure that the…

ForexDerivatives pricingVolatilityRisk management
Quant Q&A

The document compares two ways to value a foreign-currency corporate bond for a domestic investor: discount the bond’s local-currency cash flows and convert the value at spot, or convert each cash flow with FX forwards and discount in the domestic currency.…

Fixed incomeForexDerivatives pricingRisk management
Quant Q&A

The document explains how to represent equities, foreign exchange forwards, and options in a variance-covariance VaR framework. Its central recommendation is to map each instrument to the underlying risk factors that drive its value rather than treating…

Risk managementOptionsEquitiesForex
Quant Q&A

The document explains why a historical-data request for the EUR/USD currency pair may return no observations even when the connection to Trader Workstation succeeds. The example specifies the instrument as a stock and uses stock-market settings, which do not…

ForexExecutionMarket microstructure
Quant Q&A

The document clarifies a currency forward hedge when foreign currency grows through investment before settlement. If one pound is invested at the pound risk-free rate, the amount held at maturity is greater than the initial pound. A forward position sized…

ForexArbitrageRisk management
Quant Q&A

The note asks whether Bitcoin and Ether should be modeled as currencies with zero interest when they pay no dividends, and whether crypto carry costs instead reflect commodity-like features. Its answer compares two modeling frameworks for a stochastic…

CryptoForexCommoditiesDerivatives pricing
Quant Q&A

The note explains how changing the pricing numeraire transforms a call on an exchange rate into a put on its reciprocal. The derivation starts with the domestic-currency discounted expectation of the call payoff, rewrites the payoff by factoring out the…

ForexOptionsDerivatives pricing
Quant Q&A

The document asks how to estimate total foreign exchange risk for a series of future income payments in one foreign currency. It proposes summing each payment’s individual volatility based VaR, scaling volatility by the square root of its time to receipt,…

ForexRisk managementVolatility
Quant Q&A

The document asks which discrete-time models can describe stock prices beyond GARCH and whether the same approaches apply to currency markets. The replies point to models with autoregressive structure, including the ARCH family, as candidates for both asset…

StatisticsVolatilityForex
Quant Q&A

The document describes fitting an FX volatility surface to interbank option strategy prices using weighted least squares and a mesh over expiry and moneyness. It discusses Gauss–Newton or Levenberg–Marquardt updates, with a key complication: market…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The exchange considers whether trading longer currency arbitrage cycles alongside triangular arbitrage creates useful additional opportunities. One answer frames ordinary spot FX arbitrage as a comparison between a direct currency pair and a synthetic rate…

ForexArbitrageExecutionMarket microstructure