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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
WonderTrader
14 documents
Alphalens
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 whether the Sharpe ratio denominator should account for a time-varying risk-free rate, including its volatility and correlation with portfolio returns. The answer frames the ratio as return per unit of risk for a zero-cost position. Under…

Risk managementStatisticsForex
Quant Q&A

The note explains why an FX swap can retain a small exposure to the future spot rate even when its near and far legs exchange the same domestic notional. The key is that the notional returned at maturity does not include the interest that would have accrued…

ForexDerivatives pricingRisk management
Quant Q&A

The document explains how an Ornstein–Uhlenbeck process models reversion toward a long-run level and identifies the inverse reversion speed as its characteristic timescale. It notes that first-passage-time formulas can estimate how long a process takes to…

Mean reversionForexTechnical indicatorsPosition sizing
Quant Q&A

The document addresses whether different fixed rates in a fixed-for-fixed currency swap create a free return for one counterparty. Its explanation emphasizes that each party pays interest on a principal denominated in its currency and returns that principal…

Fixed incomeForexDerivatives pricing
Quant Q&A

The document asks how to estimate the dollar impact of a change in cross-currency basis for a portfolio of swaps hedging loans or bonds. The answer offers a rough approximation: use the book’s weighted average tenor, with each trade weighted by the notional…

Fixed incomeForexRisk managementDerivatives pricing
Quant Q&A

The document asks how to obtain accurate intraday foreign-exchange data for analysis in R. One response points to an R package as a way to access FX data directly, potentially avoiding a separate Java download and CSV import workflow. Another response…

ForexStatisticsBacktesting
Quant Q&A

The document describes building a six-month sterling Libor yield curve in QuantLib from a deposit quote and swap rates, then asks how to incorporate forward rate agreements. It shows the existing curve-building setup and its resulting spot-rate table,…

Fixed incomeForexDerivatives pricingBacktesting
Quant Q&A

The document surveys several free or low-cost sources mentioned for historical market data. Its main example is an undocumented onvista interface for retrieving stock tick data by security identifier, exchange, and trading day. The author describes how a…

EquitiesForexCommoditiesHigh-frequency trading
Quant Q&A

The document collects suggestions for software and services that can be used to backtest investment strategies. The examples span a mobile portfolio tool, a Python framework, a form based service, standalone engines, and a brokerage platform with strategy…

BacktestingEquitiesFuturesForex
Quant Q&A

The document examines whether the reciprocal of an exchange rate following geometric Brownian motion is itself a Brownian motion. It applies Itô’s lemma to the function that takes a rate to its reciprocal, accounting for both the first derivative term and…

ForexStatistics
Quant Q&A

The document addresses where to obtain historical consensus forecasts for the US Nonfarm Payrolls release. The answer points to an economic calendar that provides consensus estimates alongside actual Non-Farm Employment Change results, with a history…

ForexEvent-drivenSentiment
Quant Q&A

The document explains how day count conventions apply when pricing cross-currency forwards and swaps. Its central method is to calculate the accrual factor for each currency leg using that currency’s convention, then form the forward price as the domestic…

ForexCommoditiesDerivatives pricing
Quant Q&A

The document explains that an option’s trading currency and venue do not necessarily match those of its underlying. It introduces quanto options, whose payoff is denominated in a different currency, and contrasts them with compo structures that retain…

OptionsFuturesForexDerivatives pricing
Quant Q&A

The document raises practical questions for researching and backtesting crypto or forex strategies when exchange pairs use different quote currencies. It asks how to value holdings in a common currency, such as USD, whether to use a direct market or a chain…

CryptoForexBacktestingPortfolio construction
Quant Q&A

The document asks whether the relationship between crude oil price changes and Colombian exchange rate changes differs across time periods. Its proposed approach is to add a period indicator and interact it with the oil variable in a regression, which would…

StatisticsForexCommodities
Quant Q&A

The document asks whether a trading application must establish a FIX quote session and subscribe to market data before sending a new order over an order session. The answers distinguish protocol rules from a particular broker’s workflow: FIX itself does not…

ForexExecutionMarket microstructure
Quant Q&A

The document explains how to think about a rolling foreign exchange carry trade and why an implied yield is not itself the trade’s return. The forward rate embeds the interest differential under covered interest parity, which links spot, forward, and…

ForexCarryDerivatives pricingRisk management
Quant Q&A

The document asks how to evaluate exponential moving averages as a forex trading strategy and requests research on their effectiveness. The response offers two starting references on technical analysis in foreign exchange: a 1992 study of technical analysis…

ForexTechnical indicatorsBacktesting
Quant Q&A

The question asks whether to use close-to-close percentage changes or logarithmic price differences for minute-level EUR/USD data, and whether the choice matters more when combining multiple currency pairs. The reply draws on a standard distinction:…

ForexStatisticsPortfolio construction
Quant Q&A

The document compares hedging a future foreign-currency receipt with a forward contract against creating a similar exposure through dollar borrowing, spot conversion, and euro investment. Under covered interest parity, it gives the forward-rate relationship…

ForexFixed incomeDerivatives pricingRisk management
Quant Q&A

The note clarifies how to interpret the euro short-term rate (€STR) when estimating interest on a single overnight loan. The quoted rate is expressed as an annual rate using an Actual/360 day-count convention. Under that convention, the overnight interest…

Fixed incomeForexStatistics
Quant Q&A

The note describes several ways a central bank can acquire foreign currency and how reserve holdings can be used. In a market-based system, the bank may sell domestic currency to buy dollars or other reserve assets when demand for the local currency is…

ForexMulti-assetRisk management
Quant Q&A

The document explains an apparent asymmetry in simulated currency prices generated from a GARCH model. The model is fitted to log returns, which may have a symmetric innovation distribution, but the simulation is transformed back into price levels by…

ForexVolatilityStatisticsMachine learning
Quant Q&A

The document considers how a bank might price a ten-year EUR/DEV cross-currency basis swap when there is no established swap market in DEV and the proposed hedge is to roll daily borrowing and deposits at the two risk-free rates. Its central point is that…

Fixed incomeForexDerivatives pricingRisk management