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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 question compares expected EUR/USD and USD/EUR exchange rates under a two-outcome scenario. It assigns equal probability to EUR/USD ending at 1.25 or 0.8, then observes that each outcome's reciprocal is the corresponding USD/EUR quote. The apparent…

ForexStatistics
Quant Q&A

The document addresses whether currency exposure in international portfolios earns compensation for its risk. Its answer characterizes foreign exchange returns as having approximately zero expected return while retaining volatility, suggesting that currency…

ForexMulti-assetRisk managementPortfolio construction
Quant Q&A

The document explains why a yen-based investor’s cost of hedging a dollar asset is connected to interest rates and forward exchange pricing. It describes using a cross-currency swap to exchange dollar interest payments for yen interest payments and lock in a…

ForexFixed incomeCarryDerivatives pricing
Quant Q&A

The author describes an hourly forex classification pipeline using fractional differentiation, CUSUM event sampling, technical features, and XGBoost. Reported test accuracy rises substantially in some configurations, especially when labels are based on…

ForexMachine learningBacktestingStatistics
Quant Q&A

A beginner with programming and mathematics experience asks how to build a basic system for viewing market data and placing trades, with both simulated and live modes. The responses discuss broker access, demo and paper accounts, data costs, APIs, and…

ForexEquitiesExecutionBacktesting
Quant Q&A

The document asks whether a US investor who trades a euro-denominated commodity future, such as a carbon contract, takes on ongoing EURUSD exposure. It compares the question with foreign equity index futures and explains that a futures position is…

FuturesForexCommodities
Quant Q&A

The document explains when an FX volatility smile quote for a put can be matched to a call quote with the complementary delta. Under the forward delta convention, put and call deltas at the same strike sum to one, so a 95-delta put and a 5-delta call…

ForexVolatilityDerivatives pricing
Quant Q&A

The answers explain that FX outright delivery dates are convention driven and can vary with the currency pair, market, and trade details. Relevant inputs include spot settlement timing, holidays in each currency, weekends, whether USD holidays are included,…

ForexDerivatives pricingCarry
Quant Q&A

The answer distinguishes daily returns from intraday returns when calculating historical volatility. For close-to-close volatility, it describes taking the standard deviation of daily log returns and scaling by the square root of an assumed number of trading…

ForexVolatilityStatistics
Quant Q&A

The document asks whether an FX swap can be priced by subtracting spot from the theoretical FX forward rate. The proposed forward calculation uses spot and the two currencies’ interest rates, and the question frames the swap value as the forward-minus-spot…

ForexDerivatives pricing
Quant Q&A

The document considers how to calculate returns from one-minute price bars when a trading session begins after a long market closure. The first observed price of a session and the prior session’s final price produce a return spanning far more than one…

ForexStatisticsVolatilityMarket microstructure
Quant Q&A

The document asks how to derive the bid for CAD/CHF from USD/CAD and USD/CHF quotes. It compares a textbook formula, which divides the USD/CHF ask by the USD/CAD bid, with an alternative based on multiplying the USD/CHF bid by the reciprocal of the USD/CAD…

ForexMarket microstructure
Quant Q&A

The document poses a valuation problem for a software investment whose daily revenues depend on an exchange rate and whose costs depend on a commodity price. The proposed simulation models both underlying prices as geometric Brownian motions estimated from…

OptionsCommoditiesForexDerivatives pricing
Quant Q&A

The document explains why interest rate parity using two money market curves and spot FX may not reproduce traded FX forward prices. A cross-currency basis captures the difference between the parity-implied result and market pricing, reflecting funding…

ForexFixed incomeArbitrageRisk management
Quant Q&A

The document explains how to value a foreign-currency floating-rate coupon in domestic currency using either the foreign or domestic T-forward measure. Under covered interest rate parity, converting the foreign-measure value at spot is equivalent to applying…

ForexFixed incomeDerivatives pricing
Quant Q&A

The document asks how to estimate an implied volatility at a chosen strike and maturity when only FX forward rates, domestic and foreign zero rates, at-the-money volatility, and 25-delta risk reversal and butterfly quotes are available. It frames the task as…

ForexOptionsVolatilityDerivatives pricing
Quant Q&A

The document discusses generating synthetic foreign-exchange data for algorithm testing, including return paths, OHLC bars, tick timing, and bid-ask spreads. Its main caution is that Gaussian noise around a trend is a poor representation of high-frequency FX…

ForexBacktestingStatisticsVolatility
Quant Q&A

The document asks whether deriving interest rate curves under a Credit Support Annex (CSA) creates convexity effects when moving between fixing dates. Its example concerns a US dollar trade collateralised in euros, and asks whether correlation between…

Fixed incomeDerivatives pricingForexRisk management
Quant Q&A

The document outlines a proposed search process for automated intraday strategies in FX and equity index futures. The plan uses short forecast horizons, many candidate features, genetic feature selection, and SVM models ranked by cross-validation error. The…

Machine learningFuturesForexBacktesting
Quant Q&A

The question asks whether PV01, often associated with bonds, can measure sensitivity for FX forwards and non-deliverable forwards. The answer frames an FX forward’s value as depending on spot, the two interest-rate curves, and cross-currency basis. Since…

ForexFixed incomeRisk management
Quant Q&A

The document asks why early termination of a cross-currency swap may include a notional exchange unwind value based on spot foreign exchange, in addition to the present value of the swap legs. The response explains that the contract has cash flows and…

Fixed incomeForexDerivatives pricingRisk management
Quant Q&A

The document presents a pricing question for vanilla quanto options on commodity forwards. It proposes adjusting the forward by an exponential term involving the correlation between the underlying and foreign exchange rate, their volatilities, and time to…

OptionsCommoditiesForexDerivatives pricing
Quant Q&A

The document examines why a coffee-linked index or ETF can perform very differently from the quoted spot coffee price. One explanation is that a futures-based commodity index return includes the effects of rolling contracts: when futures are in contango,…

CommoditiesFuturesForex
Quant Q&A

The document explains a way to interpret an annual yield calculated from the difference between NDF bid and ask rates relative to spot. It connects the calculation to the familiar practice of expressing forward points as a proportion of spot, then…

ForexDerivatives pricingCarry