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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 asks where to obtain historical overnight index swap rates across a range of maturities, motivated by pricing foreign exchange options. It distinguishes a single overnight benchmark such as the Effective Federal Funds Rate from a full OIS curve,…

Fixed incomeForexOptionsDerivatives pricing
Quant Q&A

The document explains why an FX option’s delta convention must match the convention used to build a volatility smile or surface. It lists spot and forward delta, each with premium-adjusted and unadjusted forms, and notes that converting between conventions…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document considers whether linear hedges, such as delta hedges, can meet most clients' needs without other derivatives. It notes that Black–Scholes theory can use a rebalanced linear hedge to replicate a nonlinear option payoff. For linear exposures, or…

OptionsForexRisk managementDerivatives pricing
Quant Q&A

The document explains that a central bank defending an exchange-rate level can place a large limit order at its chosen price. It uses the Swiss National Bank’s former EUR/CHF floor as an example: a standing offer to buy euros at the floor would support the…

ForexMarket microstructureRisk management
Quant Q&A

The document lays out a curve-construction problem: derive discount factors for Australian-dollar cashflows collateralised with US-dollar cash. It lists available Australian OIS, bank-bill swaps, basis swaps between bank-bill tenors and OIS, and…

Fixed incomeForexMulti-assetDerivatives pricing
Quant Q&A

The document considers fitting a multivariate GARCH model to Russian exchange-rate and stock-index data whose observations fall on different dates because of holidays and market schedules. It presents two broad ways to align the series: aggregate to a…

StatisticsVolatilityForexEquities
Quant Q&A

The document describes how collateral currency affects discounting when the payment currency differs. For a USD cash flow collateralized in EUR, one approach is to use a USD discount curve adjusted by the cross-currency basis. The answer illustrates this by…

Fixed incomeForexArbitrageDerivatives pricing
Quant Q&A

The document compares two ways to express a foreign exchange carry trade. In the funded version, an investor borrows in a lower-rate currency and invests in a higher-rate currency; the resulting return reflects both the exchange-rate move and the difference…

ForexCarryDerivatives pricing
Quant Q&A

The document explains how foreign exchange volatility surface expiries are dated relative to currency settlement conventions. It distinguishes weekly tenors, which are counted from the current date, from monthly and yearly tenors, which are counted from the…

ForexVolatilityOptions
Quant Q&A

The document discusses how OTC FX option quotes are organized around standard expiries and delta-based volatility quotes, while positions can age into non-standard dates. Responses explain that off-grid pricing depends on the client or dealer context, trade…

ForexOptionsVolatilityMarket microstructure
Quant Q&A

The document compares over-the-counter FX forwards with exchange-traded futures, explaining why customers and banks may use the OTC market. Forwards can be tailored to a customer’s currency, amount, and delivery date, while listed futures use standardized…

ForexFuturesDerivatives pricingMarket microstructure
Quant Q&A

The document asks how to price a quanto option when both the underlying asset and the exchange rate follow calibrated Heston stochastic-volatility models. It specifically questions how to use a constant-volatility quanto formula when volatility varies over…

OptionsDerivatives pricingVolatilityForex
Quant Q&A

The document surveys a broad question about stochastic processes for currency exchange rates and how well they perform. Its main perspective is that exchange-rate research often emphasizes economic fundamentals, such as balance of payments, and that useful…

ForexStatistics
Quant Q&A

The document discusses using Empirical Mode Decomposition (EMD) of EUR/USD prices as input to a machine learning model. It addresses a discrepancy between promising test-period results and poor predictions on the latest observation. The proposed explanation…

ForexMachine learningBacktestingStatistics
Quant Q&A

The document explains why a foreign exchange forward is not generally the conditional expectation of the future spot rate under the domestic risk-neutral measure when interest rates are stochastic. The forward price instead comes from discounting the payoff…

ForexFixed incomeDerivatives pricingArbitrage
Quant Q&A

The document asks how to move from evaluating a machine-learning model on historical test data to producing forecasts from newly received broker data. The author describes training several model types on price and fundamental inputs, currently using a random…

ForexMachine learningExecutionPosition sizing
Quant Q&A

This note considers how to model future spot when log returns are assumed to follow a Student-t distribution rather than a Gaussian one. It highlights a key theoretical problem: the Student-t distribution lacks a moment-generating function, so the…

ForexStatisticsDerivatives pricing
Quant Q&A

The document explains why risk-neutral probabilities can be useful even though they are not forecasts of real-world frequencies. It uses a currency example: a terminal probability of a specified euro decline against the dollar can be viewed as an implication…

Derivatives pricingStatisticsForexOptions
Quant Q&A

The document investigates a mismatch between a computed Federal Reserve dollar index value and its published value. The index formula compounds each constituent exchange-rate ratio raised to that currency's weight, then multiplies the resulting product by…

ForexStatisticsMulti-asset
Quant Q&A

The document explains a way for a domestic investor to hold a foreign currency security without taking direct foreign exchange exposure. It compares three economically equivalent approaches: combine spot and forward FX transactions around the security…

Fixed incomeForexCarry
Quant Q&A

The document presents a dual digital option whose payoff depends on two foreign exchange rates crossing specified thresholds at maturity. Because the payoff requires both conditions to hold, its value is sensitive to the correlation between the rates. The…

ForexOptionsVolatilityRisk management
Quant Q&A

The document raises the practical problem of calibrating local-stochastic volatility models when an FX volatility surface has only a few quoted strikes per maturity. It notes that standard FX quotes may be expressed through at-the-money straddles and…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document discusses how to convert a foreign-currency trading gain or loss into a home currency, using a USD/JPY trade as its example. It reports a loss measured in yen and explains that conversion into dollars uses the rate applicable to selling dollars…

ForexExecution