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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

2,013 documents

MQL5 code base

The document describes an indicator that displays up to eight CrossIndex candlestick charts within the current chart. Users can choose which panels to show, specify a symbol for each, and set whether each chart should be inverted. The example configuration…

ForexCommoditiesMulti-assetTechnical indicators
MQL5 code base

This indicator presents the CMx oscillator’s status across ten timeframes in a single display. It compares each timeframe’s oscillator reading with the configured overbought and oversold thresholds, using gold for readings below the oversold level,…

Technical indicatorsMulti-asset
Freqtrade

This Freqtrade strategy example uses a five-minute trading timeframe and RSI readings from several higher timeframes and related markets. It calculates RSI for the traded pair on the base, 30-minute, and hourly periods, as well as for BTC against the stake…

CryptoTechnical indicatorsMean reversionMulti-asset
BigQuant

The report describes an asset allocation approach that measures cycle states and uses machine learning to estimate the probability that assets will outperform one another. It reviews macroeconomic timing frameworks, then describes cycle factors derived from…

Multi-assetMachine learningStatisticsPortfolio construction
BigQuant

The report describes a framework that combines strategic asset allocation with tactical timing. Strategic weights favor assets that are relatively strong under different economic conditions, while tactical adjustments change overweights and underweights. Its…

Multi-assetPortfolio constructionFactor investingMomentum
BigQuant

This opinion piece argues that quantitative trading’s advantages extend beyond execution speed. It emphasizes systematic research and iteration: models can combine many fundamental and price-based signals, test relationships across historical data, and…

Multi-assetMachine learningStatisticsRisk management
Stratmill research code

This document is a historical price table for a broad set of country and regional exchange-traded funds. It lists dates alongside one price series for each ETF, with examples spanning markets such as Japan, Brazil, Germany, India, and the United Kingdom. The…

EquitiesMulti-assetStatistics
MQL5 code base

RingSystemEA is described as a multi-currency expert advisor that forms currency rings from a configurable set of three to eight currencies. The user selects currencies through an external parameter and attaches the expert to a single chart; the chart and…

ForexMulti-assetExecution
SuperMind

This survey outlines a broad set of systematic approaches across equities, currencies, futures, options, and fixed income. It describes cross-sectional signals such as price and earnings momentum, book-to-price value, volatility, and combinations of factors;…

Multi-assetFactor investingTechnical indicatorsArbitrage
BigQuant

The article questions whether asset pricing and investment can be understood only by predicting returns from company characteristics. It uses the example of rose prices on Valentine’s Day: prices rise when demand is concentrated and sellers are scarce, then…

Multi-assetMarket microstructureStatistics
BigQuant

The document summarizes a study of deep value episodes, defined as periods when the valuation gap between cheap and expensive securities is unusually wide relative to its history. The study examines individual stocks across global markets, equity index…

Multi-assetFactor investingEquitiesFutures
MQL5 code base

This indicator displays DeMarker oscillator conditions across ten timeframes to give a compact view of current market trends. Each line represents an indicator on a separate timeframe. Its color marks whether the oscillator is below the oversold threshold,…

Technical indicatorsTrend followingMulti-asset
BigQuant

This research summary tests whether hedge funds can time sector-specific returns and whether that ability predicts subsequent performance, flows, and survival. The study first removes market exposure from industry returns, then estimates fund-level timing…

Multi-assetFactor investingStatisticsEvent-driven
BigQuant

This report summary presents a method for setting equity allocations across a retirement investment horizon when the investor has a specified terminal wealth goal. It works backward from that goal, optimizing allocations while controlling risk. Two objective…

Multi-assetPortfolio constructionRisk managementBacktesting
Amberdata research

This podcast recap explains how real-world assets can be represented on blockchains, with examples including real estate, commodities, stablecoins, and Treasury-backed products. It presents tokenization as a way to broaden access, improve transferability,…

CryptoDeFiOn-chain dataFixed income
MQL5 code base

The document explains how to create synthetic currency strength instruments in MetaTrader 5. For each currency, it combines readings from several currency pairs, where each reading represents the close price’s position within the recent high-low range. The…

ForexTechnical indicatorsMulti-asset
MQL5 code base

This document describes an Expert Advisor that combines an indicator signal from three timeframes: M1, M5, and H1. The H1 indicator value selects the permitted position direction, either buying or selling. The two shorter timeframes then provide entry…

Multi-assetTechnical indicatorsExecution
MQL5 code base

This brief indicator description explains a chart overlay that plots straight price channels from three timeframes on a single chart. It also draws each channel’s upper and lower boundaries, using line widths to distinguish the timeframes. A related version…

Technical indicatorsMulti-asset
Kraken Learn

The document introduces tokenized equities as blockchain-based tokens representing traditional shares, exchange-traded funds, or other investments. It describes fractional ownership and broader geographic access as potential benefits, and says smart…

EquitiesCryptoMulti-asset
MQL5 code base

The indicator description explains a way to combine moving-average trend readings from several chart intervals into one view of bullish, bearish, or sideways conditions. It also uses dots to flag possible sideways movement and arrows to mark whether a…

Technical indicatorsTrend followingMulti-asset
MQL5 code base

This brief description presents a higher-timeframe variant of the XMA_BBx7 indicator. A timeframe input lets the user select the chart period from which the indicator should draw its information; the provided example selects a four-hour period. The stated…

Technical indicatorsMulti-asset
BigQuant

This 2018 report revisits whether the investment clock can guide asset allocation amid trade tensions and political shocks. Its traditional mapping assigns equities to recovery, commodities to overheating, bonds to recession, and cash to stagflation. It…

Multi-assetPortfolio constructionFactor investingStatistics
vn.py community

This discussion addresses duplicated work in multi-signal trading systems when each signal independently processes ticks and bars using a bar generator and array manager. It recommends centralizing those components in the main strategy when signals use the…

Multi-assetTechnical indicatorsExecution