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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
Quantpedia
86 documents
TqSdk
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
Quantopian lectures
45 documents
Binance API docs
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 explains why options with different strikes and expiries can have different implied volatilities even though volatility models describe the underlying asset. Implied volatility is the Black–Scholes volatility that corresponds to an option’s…

OptionsVolatilityDerivatives pricingForex
Quant Q&A

The document explains how to express gold’s price against a basket of currencies to reduce dependence on any single currency’s movements. Its example basket combines fixed amounts of US dollars, euros, and Japanese yen, then converts the basket value into…

CommoditiesForexMulti-asset
Quant Q&A

The document considers selecting a subset of currency pairs to form a basket subject to correlation, a second property, and a minimum basket size. Rather than enumerate every subset, the answers recommend defining a clear score or treating one target as an…

ForexPortfolio construction
Quant Q&A

The discussion explains how cross-currency swaps and local overnight-indexed swap markets can help construct discount curves for cash flows collateralized in another currency. In a two-currency setup, the response describes fitting a foreign-currency curve…

Fixed incomeForexDerivatives pricingStatistics
Quant Q&A

The answer distinguishes standard interest rate swap valuation from non-deliverable swaps, explaining that a library supporting ordinary swaps may not directly handle the latter. It outlines the fixed and floating leg present values for a standard swap,…

Fixed incomeForexDerivatives pricing
Quant Q&A

The post explains how to interpret bid-volume and ask-volume fields in tick data that reports bid and ask prices together. In the example discussed, the row represents the state of both sides of the market, so its volume fields describe quoted liquidity or…

ForexMarket microstructureExecution
Quant Q&A

The document considers whether a trader with long-term GBP/USD exposure should roll into a less liquid deferred futures contract or continue using nearby contracts. Its central distinction is between using futures as a convenient way to hold exposure close…

ForexFuturesExecution
Quant Q&A

The document considers whether buying a CADUSD put and selling a USDCAD call could create an arbitrage because their quoted premiums and payoffs appear to leave a net credit. The question highlights that the currencies are inversely related and argues that…

OptionsForexArbitrage
Quant Q&A

The document explains a sharp historical move in the French franc’s exchange value against the US dollar. It identifies the cause as France’s devaluation of the franc, decided by President Pompidou and Finance Minister Giscard d’Estaing, with the adjustment…

ForexFixed income
Quant Q&A

The discussion considers pricing mark-to-market (MtM) basis cross-currency swaps and using their market quotes to derive collateralized discount curves when constant-notional swap data is unavailable. It references a multi-curve framework and an analytical…

ForexFixed incomeDerivatives pricingRisk management
Quant Q&A

The document presents a currency and bond arbitrage exercise involving a sterling bond, a dollar loan, spot conversion, and a forward sale of sterling. The question asks why the loan repayment is written as 1.68 times the borrowed dollar amount when the…

Fixed incomeForexArbitrage
Quant Q&A

The document addresses how to extend EURUSD history to dates before the euro existed, for quantitative analysis. One suggested proxy is the European Currency Unit (ECU), a pre-euro basket currency. Its constituent weights can be used to construct a…

ForexStatisticsBacktesting
Quant Q&A

The document discusses a three-class LSTM model for predicting financial trends from three time series. The question compares reported accuracy in a cited study with a lower result from an initial implementation and asks about model choices. The response…

Machine learningForexHigh-frequency tradingBacktesting
Quant Q&A

The document explains calibration in the context of using the SABR stochastic volatility model to price foreign exchange call options. Calibration means choosing model parameters so that model outputs match observed market quotes as closely as possible. The…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document considers how to value currency options when a central bank caps an exchange rate, using the Swiss National Bank’s franc ceiling against the euro as context. Its answer argues that standard models calibrated to historical market behavior may be…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The discussion evaluates a proposed currency index that would weight exchange-rate changes by each currency’s share of daily trading volume. A central obstacle is that spot foreign exchange is mostly traded over the counter, so comprehensive daily volume is…

ForexStatisticsPortfolio construction
Quant Q&A

The document asks whether a position in three-month sterling LIBOR futures should be hedged with GBP/USD futures by matching the contracts’ full notionals. The reply challenges that approach by distinguishing a contract’s notional amount from the actual…

FuturesForexFixed incomeRisk management
Quant Q&A

The document explains how to think about intraday trading in currency forwards by relating a forward quote to the spot exchange rate and the cost of carry. It describes the forward as exposure to the underlying currency pair, adjusted for the interest-rate…

ForexCarryDerivatives pricing
Quant Q&A

The document derives the fair one-year forward exchange rate by treating the two currencies as investable assets and applying the law of one price. It defines the spot quote as units of domestic currency L needed to buy one unit of currency Z, then compares…

ForexArbitrageDerivatives pricing
Quant Q&A

The discussion compares two ways to value the P&L of a foreign exchange forward: tracking the change in the forward rate, and valuing the future currency cash flows with discount factors and converting them at spot. The response says these methods agree when…

ForexFixed incomeDerivatives pricing
Quant Q&A

The document presents stochastic-calculus exercises involving a Hull–White short-rate process, a default-free zero-coupon bond, and a dollar–yen exchange rate. One task asks for the dynamics of a Japanese investor’s bond value after converting it into yen,…

Fixed incomeForexDerivatives pricingStatistics
Quant Q&A

The document explains how to estimate volatility from five-minute EUR/USD price observations and distinguish the estimation window from the horizon used to annualize the estimate. Consecutive price ratios minus one give simple five-minute returns; a rolling…

ForexVolatilityStatistics